landscape.yml

landscape:
  - category:
    name: Education
    subcategories:
      - subcategory:
        name: Education
        items:
          - item:
            name: DataPractices
            homepage_url: 'https://datapractices.org/'
            project: incubating
            repo_url: 'https://github.com/datadotworld/data-practices-site'
            logo: datapractices.svg
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: OpenDS4All
            homepage_url: 'https://github.com/odpi/OpenDS4All'
            project: incubating
            repo_url: 'https://github.com/odpi/OpenDS4All'
            logo: opends4all.svg
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
  - category:
    name: Machine Learning
    subcategories:
      - subcategory:
        name: Framework
        items:
          - item:
            name: Accord.NET
            homepage_url: 'http://accord-framework.net/'
            repo_url: 'https://github.com/accord-net/framework'
            logo: accord-net.svg
            crunchbase: 'https://www.crunchbase.com/organization/accord-net-framework-project'
          - item:
            name: FATE
            homepage_url: 'https://www.fedai.org/'
            repo_url: 'https://github.com/FederatedAI/FATE'
            logo: fedai.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/webank'
          - item:
            name: LightGBM
            homepage_url: 'https://github.com/Microsoft/LightGBM'
            repo_url: 'https://github.com/Microsoft/LightGBM'
            logo: lightgbm.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/microsoft'
          - item:
            name: Mahout
            homepage_url: 'https://mahout.apache.org/'
            repo_url: 'https://github.com/apache/mahout'
            logo: 'https://svn.apache.org/repos/asf/comdev/project-logos/originals/mahout.svg'
            twitter: 'https://twitter.com/ApacheMahout'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: ML.net
            homepage_url: 'https://dotnet.microsoft.com/apps/machinelearning-ai/ml-dotnet'
            repo_url: 'https://github.com/dotnet/machinelearning'
            logo: ml-net.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/microsoft'
          - item:
            name: Ray
            homepage_url: 'https://bair.berkeley.edu/blog/2018/01/09/ray/'
            repo_url: 'https://github.com/ray-project/ray'
            logo: ray.svg
            crunchbase: 'https://www.crunchbase.com/organization/university-of-california-berkeley'
      - subcategory:
        name: Platform
        items:
          - item:
            name: Alink
            homepage_url: 'https://github.com/alibaba/Alink'
            repo_url: 'https://github.com/alibaba/Alink'
            logo: alink.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/alibaba'
          - item:
            name: Angel-ML
            homepage_url: 'https://angelml.ai/'
            project: graduated
            repo_url: 'https://github.com/Angel-ML/angel'
            logo: angel.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: Apache SystemML
            homepage_url: 'https://systemds.apache.org'
            repo_url: 'https://github.com/apache/systemds'
            logo: apache-system-ml.svg
            twitter: 'https://twitter.com/ApacheSystemML'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: AX
            homepage_url: 'https://ax.dev/'
            repo_url: 'https://github.com/facebook/Ax'
            logo: ax.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/facebook'
          - item:
            name: Cortex
            homepage_url: 'https://www.cortex.dev/'
            repo_url: 'https://github.com/cortexlabs/cortex'
            logo: cortex.svg
            crunchbase: 'https://www.crunchbase.com/organization/cortex-dev'
          - item:
            name: ForestFlow
            homepage_url: 'https://forestflow.ai'
            project: incubating
            repo_url: 'https://github.com/ForestFlow/ForestFlow'
            logo: forestflow.svg
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: H2o.ai
            homepage_url: 'https://www.h2o.ai/'
            repo_url: 'https://github.com/h2oai/h2o-3'
            logo: h2o-ai.svg
            crunchbase: 'https://www.crunchbase.com/organization/h2o-2'
          - item:
            name: Kubeflow
            homepage_url: 'https://www.kubeflow.org/'
            repo_url: 'https://github.com/kubeflow/kubeflow'
            logo: kubeflow.svg
            twitter: 'https://twitter.com/kubeflow'
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: Metaflow
            homepage_url: 'https://metaflow.org/'
            repo_url: 'https://github.com/Netflix/metaflow'
            logo: metaflow.svg
            twitter: 'https://twitter.com/MetaflowOSS'
            crunchbase: 'https://www.crunchbase.com/organization/netflix'
          - item:
            name: MLFlow
            homepage_url: 'https://mlflow.org/'
            repo_url: 'https://github.com/mlflow/mlflow'
            logo: mlflow.svg
            twitter: 'https://twitter.com/MLflow'
            crunchbase: 'https://www.crunchbase.com/organization/databricks'
          - item:
            name: PredictionIO
            homepage_url: 'https://predictionio.apache.org/'
            repo_url: 'https://github.com/apache/predictionio'
            logo: apache-predictionio.svg
            twitter: 'https://twitter.com/ApachePIO'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Seldon
            homepage_url: 'https://www.seldon.io/'
            repo_url: 'https://github.com/SeldonIO/seldon-core'
            logo: seldon.svg
            crunchbase: 'https://www.crunchbase.com/organization/seldon'
          - item:
            name: Vowpal Wabbit
            homepage_url: 'https://github.com/VowpalWabbit/vowpal_wabbit/wiki'
            repo_url: 'https://github.com/VowpalWabbit/vowpal_wabbit'
            logo: vowpal-wabbit.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/microsoft'
      - subcategory:
        name: Library
        items:
          - item:
            name: CatBoost
            homepage_url: 'https://catboost.ai'
            repo_url: 'https://github.com/catboost/catboost'
            logo: catboost.svg
            twitter: 'https://twitter.com/catboostml'
            crunchbase: 'https://www.crunchbase.com/organization/yandex'
          - item:
            name: MLlib
            homepage_url: 'https://spark.apache.org/mllib/'
            repo_url: 'https://github.com/apache/spark'
            logo: mllib.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: mlpack
            homepage_url: 'https://www.mlpack.org/'
            repo_url: 'https://github.com/mlpack/mlpack'
            logo: mlpack.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/georgia-institute-of-technology'
          - item:
            name: Nilearn
            homepage_url: 'https://nilearn.github.io/'
            repo_url: 'https://github.com/nilearn/nilearn'
            logo: nilearn.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/inria'
          - item:
            name: OpenNN
            homepage_url: 'https://www.opennn.net'
            repo_url: 'https://github.com/Artelnics/OpenNN'
            logo: opennn.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/artelnics'
          - item:
            name: SciKit-learn
            homepage_url: 'https://scikit-learn.org/stable/'
            repo_url: 'https://github.com/scikit-learn/scikit-learn'
            logo: sci-kit-learn.svg
            twitter: 'https://twitter.com/scikit_learn'
            crunchbase: 'https://www.crunchbase.com/organization/numfocus'
          - item:
            name: Shogun
            homepage_url: 'https://www.shogun.ml/'
            repo_url: 'https://github.com/shogun-toolbox/shogun'
            logo: shogun.svg
            twitter: 'https://twitter.com/ShogunML'
            crunchbase: 'https://www.crunchbase.com/organization/numfocus'
          - item:
            name: Sonnet
            homepage_url: 'https://sonnet.dev/'
            repo_url: 'https://github.com/deepmind/Sonnet'
            logo: sonnet.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: TransmogrifAI
            homepage_url: 'https://transmogrif.ai/'
            repo_url: 'https://github.com/salesforce/TransmogrifAI'
            logo: transmogrifai.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/salesforce'
          - item:
            name: XGBoost
            homepage_url: 'https://xgboost.ai/'
            repo_url: 'https://github.com/dmlc/xgboost'
            logo: xgboost.svg
            crunchbase: 'https://www.crunchbase.com/organization/xgboost'
          - item:
            name: xLearn
            homepage_url: 'https://xlearn-doc.readthedocs.io/en/latest/index.html'
            repo_url: 'https://github.com/aksnzhy/xlearn'
            logo: xlearn.svg
            crunchbase: 'https://www.crunchbase.com/organization/xlearn-open-source-projects'
  - category:
    name: Deep Learning
    subcategories:
      - subcategory:
        name: Framework
        items:
          - item:
            name: Apache SINGA
            homepage_url: 'http://singa.apache.org/en/index.html'
            repo_url: 'https://github.com/apache/singa'
            logo: apache-singa.svg
            twitter: 'https://twitter.com/ApacheSinga'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Chainer
            homepage_url: 'https://chainer.org/'
            repo_url: 'https://github.com/chainer/chainer'
            logo: chainer.svg
            twitter: 'https://twitter.com/CuPy_Team'
            crunchbase: 'https://www.crunchbase.com/organization/preferred-networks'
          - item:
            name: CNTK
            homepage_url: 'https://docs.microsoft.com/en-us/cognitive-toolkit/'
            repo_url: 'https://github.com/Microsoft/CNTK'
            logo: cntk.svg
            twitter: 'https://twitter.com/mscntk'
            crunchbase: 'https://www.crunchbase.com/organization/microsoft'
          - item:
            name: Dynamic Neural Network Toolkit
            homepage_url: 'https://dynet.readthedocs.io/en/latest/'
            repo_url: 'https://github.com/clab/dynet'
            logo: dynet.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/carnegie-mellon-university'
          - item:
            name: euler
            homepage_url: 'https://github.com/alibaba/euler'
            repo_url: 'https://github.com/alibaba/euler'
            logo: euler.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/alibaba'
          - item:
            name: MindSpore
            homepage_url: 'https://www.mindspore.cn/en'
            repo_url: 'https://github.com/mindspore-ai/mindspore'
            logo: mindspore.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/huawei'
          - item:
            name: MXNet
            homepage_url: 'https://mxnet.apache.org/versions/1.6'
            repo_url: 'https://github.com/apache/incubator-mxnet'
            logo: apache-mxnet.svg
            twitter: 'https://twitter.com/ApacheMXNet'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: ncnn
            homepage_url: 'https://github.com/Tencent/ncnn'
            repo_url: 'https://github.com/Tencent/ncnn'
            logo: ncnn.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/tencent'
          - item:
            name: PaddlePaddle
            homepage_url: 'http://www.paddlepaddle.org.cn:443/'
            repo_url: 'https://github.com/PaddlePaddle/Paddle'
            logo: paddlepaddle.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/baidu'
          - item:
            name: Pythia
            homepage_url: 'https://github.com/facebookresearch/mmf'
            repo_url: 'https://github.com/facebookresearch/mmf'
            logo: pythia.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/facebook'
          - item:
            name: PyTorch
            homepage_url: 'https://pytorch.org/'
            repo_url: 'https://github.com/pytorch/pytorch'
            logo: py-torch.svg
            twitter: 'https://twitter.com/PyTorch'
            crunchbase: 'https://www.crunchbase.com/organization/pytorch'
          - item:
            name: Tensorflow
            homepage_url: 'https://www.tensorflow.org/'
            repo_url: 'https://github.com/tensorflow/tensorflow'
            logo: tensorflow.svg
            twitter: 'https://twitter.com/TensorFlow'
            crunchbase: 'https://www.crunchbase.com/organization/google'
      - subcategory:
        name: Platform
        items:
          - item:
            name: DeepDetect
            homepage_url: 'https://www.deepdetect.com/'
            repo_url: 'https://github.com/jolibrain/deepdetect'
            logo: deepdetect.svg
            twitter: 'https://twitter.com/jolibrain'
            crunchbase: 'https://www.crunchbase.com/organization/jolibrain'
          - item:
            name: Determined AI
            homepage_url: 'https://www.determined.ai'
            repo_url: 'https://github.com/determined-ai/determined'
            logo: determined-ai.svg
            twitter: 'https://twitter.com/determinedai'
            crunchbase: 'https://www.crunchbase.com/organization/determined-ai'
          - item:
            name: Jina
            homepage_url: 'https://jina.ai'
            repo_url: 'https://github.com/jina-ai/jina'
            logo: jina-search.svg
            crunchbase: 'https://www.crunchbase.com/organization/jina-ai'
          - item:
            name: Onepanel
            homepage_url: 'https://docs.onepanel.ai'
            repo_url: 'https://github.com/onepanelio/core'
            logo: onepanel.svg
            crunchbase: 'https://www.crunchbase.com/organization/onepanel'
          - item:
            name: Polyaxon
            homepage_url: 'https://polyaxon.com'
            repo_url: 'https://github.com/polyaxon/polyaxon'
            logo: polyaxon.svg
            twitter: 'https://www.twitter.com/polyaxonAI'
            crunchbase: 'https://www.crunchbase.com/organization/polyaxon'
          - item:
            name: X-DeepLearning
            homepage_url: 'https://github.com/alibaba/x-deeplearning'
            repo_url: 'https://github.com/alibaba/x-deeplearning'
            logo: x-deeplearning.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/alibaba'
      - subcategory:
        name: Library
        items:
          - item:
            name: BigDL
            homepage_url: 'https://bigdl-project.github.io/0.9.0/'
            repo_url: 'https://github.com/intel-analytics/BigDL'
            logo: bigdl.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/intel'
          - item:
            name: Catalyst
            homepage_url: 'https://github.com/catalyst-team/catalyst'
            repo_url: 'https://github.com/catalyst-team/catalyst'
            logo: 'https://raw.githubusercontent.com/catalyst-team/catalyst-pics/master/pics/catalyst-svg-white.svg'
            crunchbase: 'https://www.crunchbase.com/organization/catalyst-team'
          - item:
            name: Eclipse Deeplearning4j
            homepage_url: 'https://deeplearning4j.org/'
            repo_url: 'https://github.com/eclipse/deeplearning4j'
            logo: deeplearning4j.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/eclipse-foundation'
          - item:
            name: Keras
            homepage_url: 'https://keras.io/'
            repo_url: 'https://github.com/keras-team/keras'
            logo: keras.svg
            twitter: 'https://twitter.com/fchollet'
            crunchbase: 'https://www.crunchbase.com/organization/keras'
          - item:
            name: PySyft
            homepage_url: 'https://github.com/OpenMined/PySyft'
            repo_url: 'https://github.com/OpenMined/PySyft'
            logo: pysyft.svg
            crunchbase: 'https://www.crunchbase.com/organization/openmined'
          - item:
            name: PyTorch Lightning
            homepage_url: 'https://github.com/PyTorchLightning/pytorch-lightning'
            repo_url: 'https://github.com/PyTorchLightning/pytorch-lightning'
            logo: pytorch-lightning.svg
            twitter: 'https://twitter.com/pytorchlightnin'
            crunchbase: 'https://www.crunchbase.com/organization/pytorch-lightning'
      - subcategory:
        name: Tool
        items:
          - item:
            name: BoTorch
            homepage_url: 'https://botorch.org/'
            repo_url: 'https://github.com/pytorch/botorch'
            logo: botorch.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/facebook'
          - item:
            name: Neural Network Distiller
            homepage_url: 'https://nervanasystems.github.io/distiller/'
            repo_url: 'https://github.com/IntelLabs/distiller'
            logo: distiller.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/intel'
          - item:
            name: Plaid ML
            homepage_url: 'https://www.intel.com/content/www/us/en/artificial-intelligence/plaidml.html'
            repo_url: 'https://github.com/plaidml/plaidml'
            logo: plaidml.svg
            twitter: 'https://twitter.com/plaidml'
            crunchbase: 'https://www.crunchbase.com/organization/intel'
          - item:
            name: PyTorch BigGraph
            homepage_url: 'https://torchbiggraph.readthedocs.io/en/latest/'
            repo_url: 'https://github.com/facebookresearch/PyTorch-BigGraph'
            logo: pytorch-biggraph.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/facebook'
          - item:
            name: PyTorch Geometric
            homepage_url: 'https://rusty1s.github.io/pytorch_geometric/build/html/index.html'
            repo_url: 'https://github.com/rusty1s/pytorch_geometric'
            logo: pytorch-geometric.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/tu-dortmund-university'
          - item:
            name: TVM
            homepage_url: 'https://tvm.ai/'
            repo_url: 'https://github.com/apache/tvm'
            logo: tvm.svg
            twitter: 'https://twitter.com/ApacheTVM'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
  - category:
    name: Data
    subcategories:
      - subcategory:
        name: Versioning
        items:
          - item:
            name: dotmesh
            homepage_url: 'https://dotmesh.com/'
            repo_url: 'https://github.com/dotmesh-io/dotmesh'
            logo: dotmesh.svg
            crunchbase: 'https://www.crunchbase.com/organization/dotscience'
          - item:
            name: DVC
            homepage_url: 'https://dvc.org/'
            repo_url: 'https://github.com/iterative/dvc'
            logo: dvc.svg
            twitter: 'https://twitter.com/iterativeai'
            crunchbase: 'https://www.crunchbase.com/organization/iterative'
          - item:
            name: Pachyderm
            homepage_url: 'https://www.pachyderm.com'
            repo_url: 'https://github.com/pachyderm/pachyderm'
            logo: pachyderm.svg
            crunchbase: 'https://www.crunchbase.com/organization/pachyderm'
          - item:
            name: Quilt Data
            homepage_url: 'https://docs.quiltdata.com/'
            repo_url: 'https://github.com/quiltdata/quilt'
            logo: quiltdata.svg
            crunchbase: 'https://www.crunchbase.com/organization/quilt-data'
      - subcategory:
        name: Store & Format
        items:
          - item:
            name: Alluxio
            homepage_url: 'https://www.alluxio.io/'
            repo_url: 'https://github.com/alluxio/alluxio'
            logo: alluxio.svg
            twitter: 'https://twitter.com/alluxio'
            crunchbase: 'https://www.crunchbase.com/organization/alluxio'
          - item:
            name: Apache Iceberg
            homepage_url: 'https://iceberg.apache.org/'
            repo_url: 'https://github.com/apache/iceberg'
            logo: iceberg.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Apache ORC
            homepage_url: 'https://orc.apache.org/'
            repo_url: 'https://github.com/apache/orc'
            logo: apache-orc.svg
            twitter: 'https://twitter.com/apacheorc'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: AresDB
            homepage_url: 'https://eng.uber.com/aresdb/'
            repo_url: 'https://github.com/uber/aresdb'
            logo: aresdb.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/uber'
          - item:
            name: Arrow
            homepage_url: 'https://arrow.apache.org/'
            repo_url: 'https://github.com/apache/arrow'
            logo: arrow.svg
            twitter: 'https://twitter.com/ApacheArrow'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Avro
            homepage_url: 'https://avro.apache.org/'
            repo_url: 'https://github.com/apache/avro'
            logo: 'https://svn.apache.org/repos/asf/comdev/project-logos/originals/avro.svg'
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Delta Lake
            homepage_url: 'https://delta.io/'
            repo_url: 'https://github.com/delta-io/delta'
            logo: deltalake.svg
            twitter: 'https://twitter.com/DeltaLakeOSS'
            crunchbase: 'https://www.crunchbase.com/organization/databricks'
          - item:
            name: Druid
            homepage_url: 'https://druid.apache.org/'
            repo_url: 'https://github.com/apache/druid'
            logo: apache-druid.svg
            twitter: 'https://twitter.com/druidio'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Hudi
            homepage_url: 'https://eng.uber.com/hoodie/'
            repo_url: 'https://github.com/apache/hudi'
            logo: hudi.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/uber'
          - item:
            name: JanusGraph
            homepage_url: 'https://janusgraph.org/'
            project: incubating
            repo_url: 'https://github.com/JanusGraph/janusgraph'
            logo: janusgraph.svg
            twitter: 'https://twitter.com/janusgraph'
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: Milvus
            homepage_url: 'https://milvus.io'
            project: incubating
            repo_url: 'https://github.com/milvus-io/milvus'
            logo: milvus.svg
            twitter: 'https://twitter.com/milvusio'
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: Parquet
            homepage_url: 'https://parquet.apache.org/'
            repo_url: 'https://github.com/apache/parquet-format'
            logo: 'https://svn.apache.org/repos/asf/comdev/project-logos/originals/parquet.svg'
            twitter: 'https://twitter.com/apacheparquet'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Pilosa
            homepage_url: 'https://www.pilosa.com/'
            repo_url: 'https://github.com/pilosa/pilosa'
            logo: pilosa.svg
            crunchbase: 'https://www.crunchbase.com/organization/pilosa'
          - item:
            name: VEARCH
            homepage_url: 'https://vearch.github.io/'
            repo_url: 'https://github.com/vearch/vearch'
            logo: vearch.svg
            twitter: 'https://twitter.com/ai_vearch'
            crunchbase: 'https://www.crunchbase.com/organization/jd-com'
          - item:
            name: Vespa
            homepage_url: 'https://vespa.ai/'
            repo_url: 'https://github.com/vespa-engine/vespa'
            logo: vespa.svg
            twitter: 'https://twitter.com/vespaengine'
            crunchbase: 'https://www.crunchbase.com/organization/verizon-media'
      - subcategory:
        name: Feature Engineering
        items:
          - item:
            name: Featuretools
            homepage_url: 'https://www.featuretools.com/'
            repo_url: 'https://github.com/alteryx/featuretools'
            logo: featuretools.svg
            twitter: 'https://twitter.com/featuretools_py'
            crunchbase: 'https://www.crunchbase.com/organization/feature-labs'
          - item:
            name: tsfresh
            homepage_url: 'https://tsfresh.readthedocs.io/en/latest'
            repo_url: 'https://github.com/blue-yonder/tsfresh'
            logo: tsfresh.svg
            crunchbase: 'https://www.crunchbase.com/organization/blue-yonder'
      - subcategory:
        name: Operations
        items:
          - item:
            name: Amundsen
            homepage_url: 'https://lyft.github.io/amundsen/'
            project: incubating
            repo_url: 'https://github.com/amundsen-io/amundsen'
            logo: amundsen.svg
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: Apache Hive
            homepage_url: 'https://hive.apache.org/'
            repo_url: 'https://github.com/apache/hive'
            logo: hive.svg
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: DataHub
            homepage_url: 'https://github.com/linkedin/datahub'
            repo_url: 'https://github.com/linkedin/datahub'
            logo: datahub.svg
            crunchbase: 'https://www.crunchbase.com/organization/linkedin'
          - item:
            name: Feast
            homepage_url: 'https://feast.dev/'
            project: incubating
            repo_url: 'https://github.com/feast-dev/feast'
            logo: feast.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: great_expectations
            homepage_url: 'https://greatexpectations.io/'
            repo_url: 'https://github.com/great-expectations/great_expectations'
            logo: great-expectations.svg
            crunchbase: 'https://www.crunchbase.com/organization/great-expectations-c89a'
          - item:
            name: Marquez
            homepage_url: 'https://marquezproject.github.io/marquez'
            project: incubating
            repo_url: 'https://github.com/MarquezProject/marquez'
            logo: marquez.svg
            twitter: 'https://twitter.com/MarquezProject'
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: snorkel
            homepage_url: 'https://www.snorkel.org/'
            repo_url: 'https://github.com/snorkel-team/snorkel'
            logo: snorkel.svg
            twitter: 'https://twitter.com/SnorkelAI'
            crunchbase: 'https://www.crunchbase.com/organization/stanford-university'
          - item:
            name: whylogs
            homepage_url: 'https://www.whylabs.ai/'
            repo_url: 'https://github.com/whylabs/whylogs-python'
            logo: whylogs.svg
            twitter: 'https://twitter.com/whylabs'
            crunchbase: 'https://www.crunchbase.com/organization/whylabs'
      - subcategory:
        name: Stream Processing
        items:
          - item:
            name: Apache RocketMQ
            homepage_url: 'https://rocketmq.apache.org/'
            repo_url: 'https://github.com/apache/rocketmq'
            logo: rocketmq.svg
            twitter: 'https://twitter.com/ApacheRocketMQ'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Brooklin
            homepage_url: 'https://github.com/linkedin/Brooklin'
            repo_url: 'https://github.com/linkedin/Brooklin'
            logo: 'https://github.com/linkedin/brooklin/blob/master/images/brooklin-logo.svg'
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/linkedin'
          - item:
            name: faust
            homepage_url: 'https://github.com/robinhood/faust'
            repo_url: 'https://github.com/robinhood/faust'
            logo: faust.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/robinhood'
          - item:
            name: Flink
            homepage_url: 'https://flink.apache.org/'
            repo_url: 'https://github.com/apache/flink'
            logo: apache-flink.svg
            twitter: 'https://twitter.com/ApacheFlink'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Kafka
            homepage_url: 'https://kafka.apache.org/'
            repo_url: 'https://github.com/apache/kafka'
            logo: apache-kafka.svg
            twitter: 'https://twitter.com/apachekafka'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: NNStreamer
            homepage_url: 'https://nnstreamer.ai/'
            project: incubating
            repo_url: 'https://github.com/nnstreamer/nnstreamer'
            stock_ticker: BC94.L
            logo: nnstreamer.svg
            twitter: 'https://twitter.com/NnStreamer'
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: Pravega
            homepage_url: 'http://www.pravega.io/'
            repo_url: 'https://github.com/pravega/pravega'
            logo: pravega.svg
            twitter: 'https://twitter.com/PravegaIO'
            crunchbase: 'https://www.crunchbase.com/organization/dell'
          - item:
            name: PREFECT
            homepage_url: 'https://docs.prefect.io/'
            repo_url: 'https://github.com/PrefectHQ/prefect'
            logo: prefect.svg
            crunchbase: 'https://www.crunchbase.com/organization/prefect-technologies-inc'
          - item:
            name: Pulsar
            homepage_url: 'https://pulsar.apache.org'
            repo_url: 'https://github.com/apache/pulsar'
            logo: pulsar.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Samza
            homepage_url: 'http://samza.apache.org/'
            repo_url: 'https://github.com/apache/samza'
            logo: apache-samza.svg
            twitter: 'https://twitter.com/samzastream'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: uReplicator
            homepage_url: 'https://github.com/uber/uReplicator'
            repo_url: 'https://github.com/uber/uReplicator'
            logo: ureplicator.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/uber'
      - subcategory:
        name: SQL Engine
        items:
          - item:
            name: Apache Drill
            homepage_url: 'https://drill.apache.org/'
            repo_url: 'https://github.com/apache/drill'
            logo: apache-drill.svg
            twitter: 'https://twitter.com/ApacheDrill'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Hawq
            homepage_url: 'http://hawq.apache.org/'
            repo_url: 'https://github.com/apache/hawq'
            logo: hawq.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Presto
            homepage_url: 'https://prestodb.io/'
            repo_url: 'https://github.com/prestodb/presto'
            logo: presto.svg
            crunchbase: 'https://www.crunchbase.com/organization/presto-foundation'
          - item:
            name: SQLFlow
            homepage_url: 'https://sql-machine-learning.github.io/'
            repo_url: 'https://github.com/sql-machine-learning/sqlflow'
            logo: sqlflow.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/alibaba'
      - subcategory:
        name: Visualization
        items:
          - item:
            name: bokeh
            homepage_url: 'https://bokeh.org'
            repo_url: 'https://github.com/bokeh/bokeh'
            logo: 'https://static.bokeh.org/logos/logotype.svg'
            twitter: 'https://twitter.com/BokehPlots'
            crunchbase: 'https://www.crunchbase.com/organization/numfocus'
          - item:
            name: D3 (Data-Driven Documents)
            homepage_url: 'https://d3js.org'
            repo_url: 'https://github.com/d3/d3'
            logo: d3.svg
            crunchbase: 'https://www.crunchbase.com/organization/d3js'
          - item:
            name: dash
            homepage_url: 'https://github.com/plotly/dash'
            repo_url: 'https://github.com/plotly/dash'
            logo: dash.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/plotly'
          - item:
            name: deck.gl
            homepage_url: 'https://deck.gl'
            repo_url: 'https://github.com/visgl/deck.gl'
            logo: deckgl.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/uber'
          - item:
            name: Facets
            homepage_url: 'https://pair-code.github.io/facets/'
            repo_url: 'https://github.com/PAIR-code/facets'
            logo: facets.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: Grafana
            homepage_url: 'https://grafana.com'
            repo_url: 'https://github.com/grafana/grafana'
            logo: grafana.svg
            crunchbase: 'https://www.crunchbase.com/organization/raintank'
          - item:
            name: RCloud
            homepage_url: 'https://rcloud.social/index.html'
            repo_url: 'https://github.com/att/rcloud'
            logo: rcloud.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/at-t'
          - item:
            name: seaborn
            homepage_url: 'https://seaborn.pydata.org/'
            repo_url: 'https://github.com/mwaskom/seaborn'
            logo: seaborn.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/new-york-university'
          - item:
            name: Superset
            homepage_url: 'https://superset.apache.org'
            repo_url: 'https://github.com/apache/superset'
            logo: superset.svg
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: TensorBoard
            homepage_url: 'https://github.com/tensorflow/tensorboard'
            repo_url: 'https://github.com/tensorflow/tensorboard'
            logo: tensorboard.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/google'
      - subcategory:
        name: Pipeline Management
        items:
          - item:
            name: Analytics Zoo
            homepage_url: 'https://pypi.org/project/analytics-zoo/'
            repo_url: 'https://github.com/intel-analytics/analytics-zoo'
            logo: analytics-zoo.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/intel'
          - item:
            name: Apache Oozie
            homepage_url: 'http://oozie.apache.org/'
            repo_url: 'https://github.com/apache/oozie'
            logo: oozie.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Beam
            homepage_url: 'https://beam.apache.org'
            repo_url: 'https://github.com/apache/beam'
            logo: beam.svg
            twitter: 'https://twitter.com/ApacheBeam'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: DAGSTER
            homepage_url: 'https://dagster.io/'
            repo_url: 'https://github.com/dagster-io/dagster'
            logo: dagster.svg
            twitter: 'https://twitter.com/dagsterio'
            crunchbase: 'https://www.crunchbase.com/organization/elementl'
          - item:
            name: TPOT
            homepage_url: 'https://automl.info/tpot/'
            repo_url: 'https://github.com/EpistasisLab/tpot'
            logo: tpot.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/university-of-pennsylvania'
      - subcategory:
        name: Labeling and Annotation
        items:
          - item:
            name: Computer Vision Annotation Tool (CVAT)
            homepage_url: 'https://github.com/openvinotoolkit/cvat'
            repo_url: 'https://github.com/openvinotoolkit/cvat'
            logo: cvat.svg
            crunchbase: 'https://www.crunchbase.com/organization/intel'
          - item:
            name: doccano
            homepage_url: 'https://doccano.herokuapp.com'
            repo_url: 'https://github.com/doccano/doccano'
            logo: doccano.svg
            crunchbase: 'https://www.crunchbase.com/organization/docanno'
          - item:
            name: Label Studio
            homepage_url: 'https://labelstud.io'
            repo_url: 'https://github.com/heartexlabs/label-studio'
            logo: labelstudio.svg
            twitter: 'https://twitter.com/heartexlabs'
            crunchbase: 'https://www.crunchbase.com/organization/heartex'
          - item:
            name: Labelbox
            homepage_url: 'https://www.labelbox.com'
            repo_url: 'https://github.com/Labelbox/Labelbox'
            logo: labelbox.svg
            crunchbase: 'https://www.crunchbase.com/organization/labelbox'
          - item:
            name: LabelImg
            homepage_url: 'https://github.com/tzutalin/labelImg'
            repo_url: 'https://github.com/tzutalin/labelImg'
            logo: labelimg.svg
            crunchbase: 'https://www.crunchbase.com/organization/labelimg'
          - item:
            name: Semantic Segmentation Editor
            homepage_url: 'https://github.com/Hitachi-Automotive-And-Industry-Lab/semantic-segmentation-editor'
            repo_url: 'https://github.com/Hitachi-Automotive-And-Industry-Lab/semantic-segmentation-editor'
            logo: sse.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/hitachi'
          - item:
            name: Visual Object Tagging Tool (VoTT)
            homepage_url: 'https://github.com/Microsoft/VoTT'
            repo_url: 'https://github.com/Microsoft/VoTT'
            logo: vott.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/microsoft'
      - subcategory:
        name: Governance
        items:
          - item:
            name: Community Data License Agreement (CDLA)
            homepage_url: 'https://cdla.dev'
            repo_url: 'https://github.com/lfai/CDLA'
            logo: cdla.svg
            crunchbase: 'https://www.crunchbase.com/organization/linux-foundation'
          - item:
            name: Egeria
            homepage_url: 'https://egeria.odpi.org/'
            project: graduated
            repo_url: 'https://github.com/odpi/egeria'
            logo: egeria.svg
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
  - category:
    name: Reinforcement Learning
    subcategories:
      - subcategory:
        name: Reinforcement Learning
        items:
          - item:
            name: Chainer RL
            homepage_url: 'https://chainerrl.readthedocs.io/en/latest/'
            repo_url: 'https://github.com/chainer/chainerrl'
            logo: chainer-rl.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/preferred-networks'
          - item:
            name: Coach
            homepage_url: 'https://nervanasystems.github.io/coach/'
            repo_url: 'https://github.com/IntelLabs/coach'
            logo: coach.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/intel'
          - item:
            name: DeepMind Lab
            homepage_url: 'https://github.com/deepmind/lab'
            repo_url: 'https://github.com/deepmind/lab'
            logo: deepmindlab.svg
            twitter: 'https://twitter.com/deepmind'
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: Dopamine
            homepage_url: 'https://github.com/google/dopamine'
            repo_url: 'https://github.com/google/dopamine'
            logo: dopamine.svg
            twitter: 'https://twitter.com/dopamine_ai'
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: Horizon
            homepage_url: 'https://engineering.fb.com/2018/11/01/ml-applications/horizon'
            repo_url: 'https://github.com/facebookresearch/ReAgent'
            logo: horizon.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/facebook'
          - item:
            name: OpenAI Gym
            homepage_url: 'https://gym.openai.com/'
            repo_url: 'https://github.com/openai/gym'
            logo: openai.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/openai'
          - item:
            name: PlaNet
            homepage_url: 'https://planetrl.github.io/'
            repo_url: 'https://github.com/google-research/planet'
            logo: planet.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: SEED RL
            homepage_url: 'https://github.com/google-research/seed_rl'
            repo_url: 'https://github.com/google-research/seed_rl'
            logo: seed-rl.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: Stable Baselines
            homepage_url: 'https://stable-baselines.readthedocs.io/en/master'
            repo_url: 'https://github.com/hill-a/stable-baselines'
            logo: stable-baselines.svg
            crunchbase: 'https://www.crunchbase.com/organization/stable-baselines-open-source-project'
  - category:
    name: Natural Language Processing
    subcategories:
      - subcategory:
        name: Natural Language Processing
        items:
          - item:
            name: ALBERT
            homepage_url: 'https://github.com/google-research/ALBERT'
            repo_url: 'https://github.com/google-research/ALBERT'
            logo: albert.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: AllenNLP
            homepage_url: 'https://allennlp.org/'
            repo_url: 'https://github.com/allenai/allennlp'
            logo: allennlp.svg
            twitter: 'https://twitter.com/ai2_allennlp'
            crunchbase: 'https://www.crunchbase.com/organization/allen-institute-for-artificial-intelligence'
          - item:
            name: Apache UIMA
            homepage_url: 'https://uima.apache.org/'
            repo_url: 'https://github.com/apache/uima-uimaj'
            logo: uima.svg
            twitter: 'https://twitter.com/apacheuima'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: BERT
            homepage_url: 'https://github.com/google-research/bert'
            repo_url: 'https://github.com/google-research/bert'
            logo: bert.svg
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: CoreNLP
            homepage_url: 'https://stanfordnlp.github.io/CoreNLP/'
            repo_url: 'https://github.com/stanfordnlp/CoreNLP'
            logo: corenlp.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/stanford-university'
          - item:
            name: DeepSpeech
            homepage_url: 'https://deepspeech.readthedocs.io/en/latest'
            repo_url: 'https://github.com/mozilla/DeepSpeech'
            logo: deepspeech.svg
            crunchbase: 'https://www.crunchbase.com/organization/mozilla-foundation'
          - item:
            name: DELTA
            homepage_url: 'https://delta-didi.readthedocs.io/en/latest'
            project: incubating
            repo_url: 'https://github.com/Delta-ML/delta'
            logo: delta.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: fastText
            homepage_url: 'https://fasttext.cc/'
            repo_url: 'https://github.com/facebookresearch/fastText'
            logo: fasttext.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/facebook'
          - item:
            name: Flair
            homepage_url: 'https://github.com/flairNLP/flair'
            repo_url: 'https://github.com/flairNLP/flair'
            logo: flair.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/zalando'
          - item:
            name: Gluon-NLP
            homepage_url: 'https://nlp.gluon.ai'
            repo_url: 'https://github.com/dmlc/gluon-nlp'
            logo: gluon.svg
            crunchbase: 'https://www.crunchbase.com/organization/gluon-open-source-project'
          - item:
            name: Kashgari
            homepage_url: 'https://github.com/BrikerMan/Kashgari'
            repo_url: 'https://github.com/BrikerMan/Kashgari'
            logo: kashgari.svg
            crunchbase: 'https://www.crunchbase.com/organization/kashgari-open-source-project'
          - item:
            name: LASER
            homepage_url: 'https://github.com/facebookresearch/LASER'
            repo_url: 'https://github.com/facebookresearch/LASER'
            logo: laser.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/facebook'
          - item:
            name: Lucene
            homepage_url: 'https://lucene.apache.org/'
            repo_url: 'https://github.com/apache/lucene-solr'
            logo: lucene.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: MindMeld
            homepage_url: 'https://mindmeld.com/'
            repo_url: 'https://github.com/cisco/mindmeld'
            logo: mindmeld.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/cisco'
          - item:
            name: NLP Architect
            homepage_url: 'https://intellabs.github.io/nlp-architect'
            repo_url: 'https://github.com/IntelLabs/nlp-architect'
            logo: nlp-architect.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/intel'
          - item:
            name: OpenNLP
            homepage_url: 'https://opennlp.apache.org/'
            repo_url: 'https://github.com/apache/opennlp'
            logo: opennlp.svg
            twitter: 'https://twitter.com/ApacheOpennlp'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: ParlAI
            homepage_url: 'https://parl.ai/'
            repo_url: 'https://github.com/facebookresearch/ParlAI'
            logo: parlai.svg
            twitter: 'https://twitter.com/parlai_parley'
            crunchbase: 'https://www.crunchbase.com/organization/facebook'
          - item:
            name: PyText
            homepage_url: 'https://pytext-pytext.readthedocs-hosted.com/en/latest/'
            repo_url: 'https://github.com/facebookresearch/pytext'
            logo: pytext.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/facebook'
          - item:
            name: RASA NLU
            homepage_url: 'https://rasa.com/'
            repo_url: 'https://github.com/RasaHQ/rasa'
            logo: rasa.svg
            crunchbase: 'https://www.crunchbase.com/organization/rasa'
          - item:
            name: spaCy
            homepage_url: 'https://spacy.io'
            repo_url: 'https://github.com/explosion/spaCy'
            logo: spacy.svg
            twitter: 'https://twitter.com/spacy_io'
            crunchbase: 'https://www.crunchbase.com/organization/explosion-ai'
          - item:
            name: Transformers
            homepage_url: 'https://huggingface.co/transformers/'
            repo_url: 'https://github.com/huggingface/transformers'
            logo: transformers.svg
            crunchbase: 'https://www.crunchbase.com/organization/hugging-face'
          - item:
            name: XLM
            homepage_url: 'https://github.com/facebookresearch/XLM'
            repo_url: 'https://github.com/facebookresearch/XLM'
            logo: xlm.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/facebook'
          - item:
            name: YouTokenToMe
            homepage_url: 'https://github.com/VKCOM/YouTokenToMe'
            repo_url: 'https://github.com/VKCOM/YouTokenToMe'
            logo: YouTokenToMe.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/vk'
  - category:
    name: Model
    subcategories:
      - subcategory:
        name: Inference
        items:
          - item:
            name: Adlik
            homepage_url: 'https://adlik.ai/'
            project: incubating
            repo_url: 'https://github.com/Adlik/Adlik'
            logo: adlik.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: MNN
            homepage_url: 'https://github.com/alibaba/MNN'
            repo_url: 'https://github.com/alibaba/MNN'
            logo: mnn.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/alibaba'
          - item:
            name: TensorRT
            homepage_url: 'https://developer.nvidia.com/tensorrt'
            repo_url: 'https://github.com/NVIDIA/TensorRT'
            logo: tensorrt.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/nvidia'
          - item:
            name: TensorRT Inference Server
            homepage_url: 'https://github.com/triton-inference-server/server'
            repo_url: 'https://github.com/triton-inference-server/server'
            logo: tensorrt-inferenceserver.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/nvidia'
          - item:
            name: uTensor
            homepage_url: 'https://github.com/uTensor/uTensor'
            repo_url: 'https://github.com/uTensor/uTensor'
            logo: uTensor.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/arm'
      - subcategory:
        name: Benchmarking
        items:
          - item:
            name: DAWNBench
            homepage_url: 'https://dawn.cs.stanford.edu/benchmark/'
            repo_url: 'https://github.com/stanford-futuredata/dawn-bench-entries'
            logo: dawnbench.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/stanford-university'
          - item:
            name: MLPerf
            homepage_url: 'https://mlperf.org/'
            repo_url: 'https://github.com/mlcommons/training'
            logo: mlperf.svg
            twitter: 'https://twitter.com/mlperf1'
            crunchbase: 'https://www.crunchbase.com/organization/ml-perf'
      - subcategory:
        name: Training
        items:
          - item:
            name: Embedded Learning Library
            homepage_url: 'https://microsoft.github.io/ELL/'
            repo_url: 'https://github.com/Microsoft/ELL'
            logo: embedded-learning-library.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/microsoft'
          - item:
            name: Horovod
            homepage_url: 'https://horovod.ai/'
            project: graduated
            repo_url: 'https://github.com/horovod/horovod'
            logo: horovod.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: Ludwig
            homepage_url: 'https://uber.github.io/ludwig/'
            project: incubating
            repo_url: 'https://github.com/ludwig-ai/ludwig'
            logo: ludwig.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: Petastorm
            homepage_url: 'https://eng.uber.com/petastorm/'
            repo_url: 'https://github.com/uber/petastorm'
            logo: petastorm.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/uber'
      - subcategory:
        name: Parameter
        items:
          - item:
            name: HyperOpt
            homepage_url: 'https://hyperopt.github.io/hyperopt/'
            repo_url: 'https://github.com/hyperopt/hyperopt'
            logo: hyperopt.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/university-of-waterloo'
          - item:
            name: talos
            homepage_url: 'https://github.com/autonomio/talos'
            repo_url: 'https://github.com/autonomio/talos'
            logo: talos.svg
            crunchbase: 'https://www.crunchbase.com/organization/autonomio'
      - subcategory:
        name: Format & Interface
        items:
          - item:
            name: Neuropod
            homepage_url: 'https://neuropod.ai/docs/stable'
            repo_url: 'https://github.com/uber/neuropod'
            logo: neuropod.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/uber'
          - item:
            name: ONNX
            homepage_url: 'https://onnx.ai/'
            project: graduated
            repo_url: 'https://github.com/onnx/onnx'
            logo: onnx.svg
            twitter: 'https://twitter.com/onnxai'
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
      - subcategory:
        name: Marketplace
        items:
          - item:
            name: Acumos
            homepage_url: 'https://www.acumos.org/'
            project: graduated
            repo_url: 'https://github.com/acumos/documentation'
            logo: acumos.svg
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: Model Asset eXchange (MAX)
            homepage_url: 'https://developer.ibm.com/exchanges/models/'
            repo_url: 'https://github.com/IBM/MAX-Base'
            logo: max.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/ibm'
      - subcategory:
        name: Workflow
        items:
          - item:
            name: Apache Airflow
            homepage_url: 'https://airflow.apache.org/'
            repo_url: 'https://github.com/apache/airflow'
            logo: 'https://svn.apache.org/repos/asf/comdev/project-logos/originals/airflow-1.svg'
            twitter: 'https://twitter.com/ApacheAirflow'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Apache Nifi
            homepage_url: 'https://nifi.apache.org'
            repo_url: 'https://github.com/apache/nifi'
            logo: apache-nifi.svg
            twitter: 'https://twitter.com/apachenifi'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Argo
            homepage_url: 'https://argoproj.github.io/'
            repo_url: 'https://github.com/argoproj/argo'
            logo: argo.svg
            twitter: 'https://twitter.com/argoproj'
            crunchbase: 'https://www.crunchbase.com/organization/intuit'
          - item:
            name: Azkaban
            homepage_url: 'https://azkaban.github.io'
            repo_url: 'https://github.com/azkaban/azkaban'
            logo: azkaban.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/linkedin'
          - item:
            name: Cadence
            homepage_url: 'https://cadenceworkflow.io/'
            repo_url: 'https://github.com/uber/cadence'
            logo: cadence.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/uber'
          - item:
            name: Couler
            homepage_url: 'https://github.com/couler-proj/couler'
            repo_url: 'https://github.com/couler-proj/couler'
            logo: couler.svg
            twitter: 'https://twitter.com/CoulerProject'
            crunchbase: 'https://www.crunchbase.com/organization/ant-financial'
          - item:
            name: Cyclone
            homepage_url: 'https://github.com/caicloud/cyclone'
            repo_url: 'https://github.com/caicloud/cyclone'
            logo: cyclone.svg
            crunchbase: 'https://www.crunchbase.com/organization/caicloud'
          - item:
            name: d6tflow
            homepage_url: 'https://d6tflow.readthedocs.io/en/latest'
            repo_url: 'https://github.com/d6t/d6tflow'
            logo: d6tflow.svg
            crunchbase: 'https://www.crunchbase.com/organization/databolt'
          - item:
            name: Flyte
            homepage_url: 'https://flyte.org'
            repo_url: 'https://github.com/lyft/flyte'
            logo: flyte.svg
            twitter: 'https://twitter.com/flyteorg'
            crunchbase: 'https://www.crunchbase.com/organization/lyft'
          - item:
            name: Kedro
            homepage_url: 'https://kedro.readthedocs.io/en/stable'
            repo_url: 'https://github.com/quantumblacklabs/kedro'
            logo: kedro.svg
            crunchbase: 'https://www.crunchbase.com/organization/quantumblack'
          - item:
            name: Luigi
            homepage_url: 'https://github.com/spotify/luigi'
            repo_url: 'https://github.com/spotify/luigi'
            logo: luigi.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/spotify'
          - item:
            name: mleap
            homepage_url: 'https://mleap-docs.combust.ml'
            repo_url: 'https://github.com/combust/mleap'
            logo: mleap.svg
            crunchbase: 'https://www.crunchbase.com/organization/combust-ml'
          - item:
            name: Prefect
            homepage_url: 'https://docs.prefect.io/'
            repo_url: 'https://github.com/prefecthq/prefect'
            logo: prefect.svg
            crunchbase: 'https://www.crunchbase.com/organization/prefect-technologies-inc'
          - item:
            name: TRAINS
            homepage_url: 'https://github.com/allegroai/clearml'
            repo_url: 'https://github.com/allegroai/clearml'
            logo: trains.svg
            crunchbase: 'https://www.crunchbase.com/organization/allegro-ai'
          - item:
            name: Volcano
            homepage_url: 'https://github.com/volcano-sh/volcano'
            repo_url: 'https://github.com/volcano-sh/volcano'
            logo: volcano.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/huawei'
      - subcategory:
        name: Tool
        items:
          - item:
            name: AIMET
            homepage_url: 'https://github.com/quic/aimet'
            repo_url: 'https://github.com/quic/aimet'
            logo: aimet.svg
            crunchbase: 'https://www.crunchbase.com/organization/qualcomm-innovation-center'
          - item:
            name: Clipper
            homepage_url: 'http://clipper.ai/'
            repo_url: 'https://github.com/ucbrise/clipper'
            logo: clipper.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/uc-berkeley-riselab'
          - item:
            name: dlrm
            homepage_url: 'https://github.com/facebookresearch/dlrm'
            repo_url: 'https://github.com/facebookresearch/dlrm'
            logo: dlrm.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/facebook'
          - item:
            name: MMdnn
            homepage_url: 'https://github.com/Microsoft/MMdnn'
            repo_url: 'https://github.com/Microsoft/MMdnn'
            logo: mmdnn.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/microsoft'
          - item:
            name: Model Server for Apache MXNet
            homepage_url: 'https://github.com/awslabs/multi-model-server'
            repo_url: 'https://github.com/awslabs/multi-model-server'
            logo: mms.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/amazon-web-services'
          - item:
            name: ModelDB
            homepage_url: 'https://github.com/VertaAI/modeldb'
            repo_url: 'https://github.com/VertaAI/modeldb'
            logo: modeldb.svg
            crunchbase: 'https://www.crunchbase.com/organization/vertaai'
          - item:
            name: Neo-AI
            homepage_url: 'https://github.com/neo-ai/neo-ai-dlr'
            repo_url: 'https://github.com/neo-ai/neo-ai-dlr'
            logo: neo-ai.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/amazon'
          - item:
            name: Netron
            homepage_url: 'https://github.com/lutzroeder/netron'
            repo_url: 'https://github.com/lutzroeder/netron'
            logo: netron.svg
            crunchbase: 'https://www.crunchbase.com/organization/netron-open-source-project'
          - item:
            name: ONNX Runtime
            homepage_url: 'https://github.com/microsoft/onnxruntime'
            repo_url: 'https://github.com/microsoft/onnxruntime'
            logo: onnx-runtime.svg
            twitter: 'https://twitter.com/onnxruntime'
            crunchbase: 'https://www.crunchbase.com/organization/microsoft'
          - item:
            name: Pipeline.ai
            homepage_url: 'https://pipeline.ai/'
            repo_url: 'https://github.com/PipelineAI/pipeline'
            logo: pipelineai.svg
            crunchbase: 'https://www.crunchbase.com/organization/pipelineio'
          - item:
            name: studio.ml
            homepage_url: 'https://www.studio.ml'
            repo_url: 'https://github.com/studioml/studio'
            logo: studio.ml.svg
            twitter: 'https://twitter.com/StudiomlDev'
            crunchbase: 'https://www.crunchbase.com/organization/sentient'
          - item:
            name: TensorFlow Model Analysis
            homepage_url: 'https://github.com/tensorflow/model-analysis'
            repo_url: 'https://github.com/tensorflow/model-analysis'
            logo: tf_model_analysis.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: TorchServe
            homepage_url: 'https://pytorch.org/serve/'
            repo_url: 'https://github.com/pytorch/serve'
            logo: torchserve.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/amazon-web-services'
          - item:
            name: Turi Create
            homepage_url: 'https://github.com/apple/turicreate'
            repo_url: 'https://github.com/apple/turicreate'
            logo: turi.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/apple'
  - category:
    name: Programming
    subcategories:
      - subcategory:
        name: Programming
        items:
          - item:
            name: Dask
            homepage_url: 'https://docs.dask.org/en/latest/'
            repo_url: 'https://github.com/dask/dask'
            logo: dask.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/continuum-analytics'
          - item:
            name: Infer.net
            homepage_url: 'https://dotnet.github.io/infer/'
            repo_url: 'https://github.com/dotnet/infer'
            logo: infernet.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/microsoft'
          - item:
            name: Julia
            homepage_url: 'https://julialang.org/'
            repo_url: 'https://github.com/JuliaLang/julia'
            logo: julia.svg
            twitter: 'https://twitter.com/JuliaLanguage'
            crunchbase: 'https://www.crunchbase.com/organization/numfocus'
          - item:
            name: MARS
            homepage_url: 'https://github.com/mars-project/mars'
            repo_url: 'https://github.com/mars-project/mars'
            logo: mars.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/alibaba-cloud'
          - item:
            name: NumPy
            homepage_url: 'https://numpy.org/'
            repo_url: 'https://github.com/numpy/numpy'
            logo: 'https://upload.wikimedia.org/wikipedia/commons/1/1a/NumPy_logo.svg'
            crunchbase: 'https://www.crunchbase.com/organization/numpy'
          - item:
            name: Nyoka
            homepage_url: 'https://nyoka-pmml.github.io/nyoka/'
            repo_url: 'https://github.com/SoftwareAG/nyoka'
            logo: nyoka.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/software-ag'
          - item:
            name: Pomegranete
            homepage_url: 'https://pomegranate.readthedocs.io/en/latest/'
            repo_url: 'https://github.com/jmschrei/pomegranate'
            logo: pomegranate.svg
            crunchbase: 'https://www.crunchbase.com/organization/pomegranate-open-source-project'
          - item:
            name: PyMC3
            homepage_url: 'https://docs.pymc.io/'
            repo_url: 'https://github.com/pymc-devs/pymc3'
            logo: pymc3.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/numfocus'
          - item:
            name: Pyro
            homepage_url: 'http://pyro.ai/'
            project: graduated
            repo_url: 'https://github.com/pyro-ppl/pyro'
            logo: pyro.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: SciPy
            homepage_url: 'https://www.scipy.org/'
            repo_url: 'https://github.com/scipy/scipy'
            logo: scipy.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/enthought'
          - item:
            name: Stan
            homepage_url: 'https://mc-stan.org/'
            repo_url: 'https://github.com/stan-dev/stan'
            logo: stan.svg
            twitter: 'https://twitter.com/mcmc_stan'
            crunchbase: 'https://www.crunchbase.com/organization/numfocus'
  - category:
    name: Distributed Computing
    subcategories:
      - subcategory:
        name: Computing & Management
        items:
          - item:
            name: Apache Ambari
            homepage_url: 'https://ambari.apache.org/'
            repo_url: 'https://github.com/apache/ambari'
            logo: apache-ambari.svg
            twitter: 'https://twitter.com/ApacheAmbari'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Apache Bahir
            homepage_url: 'http://bahir.apache.org/'
            repo_url: 'https://github.com/apache/bahir'
            logo: apache-bahir.svg
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Apache Mesos
            homepage_url: 'http://mesos.apache.org/'
            repo_url: 'https://github.com/apache/mesos'
            logo: apache-mesos.svg
            twitter: 'https://twitter.com/ApacheMesos'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Apache Ranger
            homepage_url: 'http://ranger.apache.org/'
            repo_url: 'https://github.com/apache/ranger'
            logo: 'https://svn.apache.org/repos/asf/comdev/project-logos/originals/ranger.svg'
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Apache Storm
            homepage_url: 'http://storm.apache.org/'
            repo_url: 'https://github.com/apache/storm'
            logo: apache-storm.svg
            twitter: 'https://twitter.com/ApacheStorm'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Elastic Deep Learning (EDL)
            homepage_url: 'https://elasticdeeplearning.ai/'
            project: incubating
            repo_url: 'https://github.com/elasticdeeplearning/edl'
            logo: edl.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: Generic Neural Elastic Search (GNES)
            homepage_url: 'https://github.com/gnes-ai/gnes'
            repo_url: 'https://github.com/gnes-ai/gnes'
            logo: gnes.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/tencent'
          - item:
            name: genie
            homepage_url: 'https://netflix.github.io/genie'
            repo_url: 'https://github.com/Netflix/genie'
            logo: genie.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/netflix'
          - item:
            name: Kubernetes
            description: 'Kubernetes is an open-source system for automating deployment, scaling, and management of containerized applications'
            homepage_url: 'https://kubernetes.io/'
            repo_url: 'https://github.com/kubernetes/kubernetes'
            logo: kubernetes.svg
            twitter: 'https://twitter.com/kubernetesio'
            crunchbase: 'https://www.crunchbase.com/organization/cloud-native-computing-foundation'
          - item:
            name: Nauta
            homepage_url: 'https://www.intel.com/content/www/us/en/artificial-intelligence/overview.html'
            repo_url: 'https://github.com/IntelAI/Nauta'
            logo: nauta.svg
            twitter: 'https://twitter.com/IntelAI'
            crunchbase: 'https://www.crunchbase.com/organization/intel'
          - item:
            name: Singularity
            homepage_url: 'https://sylabs.io/'
            repo_url: 'https://github.com/hpcng/singularity'
            logo: singularity.svg
            twitter: 'https://twitter.com/SingularityApp'
            crunchbase: 'https://www.crunchbase.com/organization/sylabs'
          - item:
            name: SOAJS
            homepage_url: 'https://www.soajs.org/'
            project: incubating
            repo_url: 'https://github.com/soajs/soajs'
            logo: soajs.svg
            twitter: 'https://twitter.com/soajsorg'
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
      - subcategory:
        name: Interface
        items:
          - item:
            name: Apache Toree
            homepage_url: 'https://toree.apache.org'
            repo_url: 'https://github.com/apache/incubator-toree'
            logo: apache-toree.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Livy
            homepage_url: 'https://livy.incubator.apache.org/'
            repo_url: 'https://github.com/apache/incubator-livy'
            logo: apache-livy.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: Spark-NLP
            homepage_url: 'https://nlp.johnsnowlabs.com'
            repo_url: 'https://github.com/JohnSnowLabs/spark-nlp'
            logo: spark-nlp.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/john-snow-labs-inc'
          - item:
            name: sparklyr
            homepage_url: 'https://sparklyr.ai'
            project: incubating
            repo_url: 'https://github.com/sparklyr/sparklyr'
            logo: sparklyr.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
  - category:
    name: Trusted & Responsible AI
    subcategories:
      - subcategory:
        name: Explainability
        items:
          - item:
            name: AI Explainability 360 Toolkit
            homepage_url: 'http://aix360.mybluemix.net'
            project: incubating
            repo_url: 'https://github.com/Trusted-AI/AIX360'
            logo: aix360.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: ALIBI
            homepage_url: 'https://docs.seldon.io/projects/alibi/en/stable'
            repo_url: 'https://github.com/SeldonIO/alibi'
            logo: alibi.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/seldon'
          - item:
            name: ELI5
            homepage_url: 'https://eli5.readthedocs.io/en/latest'
            repo_url: 'https://github.com/TeamHG-Memex/eli5'
            logo: eli5.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/scrapinghub'
          - item:
            name: InterpretML
            homepage_url: 'https://github.com/interpretml/interpret'
            repo_url: 'https://github.com/interpretml/interpret'
            logo: interpretml.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/microsoft'
          - item:
            name: LIME
            homepage_url: 'https://homes.cs.washington.edu/~marcotcr/blog/lime/'
            repo_url: 'https://github.com/marcotcr/lime'
            logo: lime.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/university-of-washington'
          - item:
            name: Lucid
            homepage_url: 'https://github.com/tensorflow/lucid'
            repo_url: 'https://github.com/tensorflow/lucid'
            logo: lucid.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: SHAP
            homepage_url: 'https://github.com/slundberg/shap'
            repo_url: 'https://github.com/slundberg/shap'
            logo: shap.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/university-of-washington'
          - item:
            name: Skater
            homepage_url: 'https://oracle.github.io/Skater/overview.html'
            repo_url: 'https://github.com/oracle/Skater'
            logo: skater.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/oracle'
          - item:
            name: TreeInterpreter
            homepage_url: 'https://github.com/andosa/treeinterpreter'
            repo_url: 'https://github.com/andosa/treeinterpreter'
            logo: treeinterpreter.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/mtakso'
      - subcategory:
        name: Adversarial
        items:
          - item:
            name: AdvBox
            homepage_url: 'https://github.com/advboxes/AdvBox'
            repo_url: 'https://github.com/advboxes/AdvBox'
            logo: advbox.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/baidu'
          - item:
            name: Adversarial Robustness Toolkit
            homepage_url: 'https://developer.ibm.com/open/projects/adversarial-robustness-toolbox/'
            project: incubating
            repo_url: 'https://github.com/Trusted-AI/adversarial-robustness-toolbox'
            logo: art.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: Advertorch
            homepage_url: 'https://advertorch.readthedocs.io/en/latest/'
            repo_url: 'https://github.com/BorealisAI/advertorch'
            logo: advertorch.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/royal-bank-of-canada'
          - item:
            name: CleverHans
            homepage_url: 'http://www.cleverhans.io/'
            repo_url: 'https://github.com/cleverhans-lab/cleverhans'
            logo: cleverhans.svg
            crunchbase: 'https://www.crunchbase.com/organization/cleverhans-project'
          - item:
            name: Foolbox
            homepage_url: 'https://foolbox.readthedocs.io/en/latest/'
            repo_url: 'https://github.com/bethgelab/foolbox'
            logo: foolbox.svg
            twitter: 'https://twitter.com/bethgelab'
            crunchbase: 'https://www.crunchbase.com/organization/tuebingen-university'
      - subcategory:
        name: Bias & Fairness
        items:
          - item:
            name: Aequitas
            homepage_url: 'http://www.datasciencepublicpolicy.org/projects/aequitas/'
            repo_url: 'https://github.com/dssg/aequitas'
            logo: aequitas.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/university-of-chicago'
          - item:
            name: AI Fairness 360 Toolkit
            homepage_url: 'https://developer.ibm.com/open/projects/ai-fairness-360/'
            project: incubating
            repo_url: 'https://github.com/Trusted-AI/AIF360'
            logo: aif360.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/lf-artificial-intelligence-foundation'
          - item:
            name: Audit AI
            homepage_url: 'https://github.com/pymetrics/audit-ai'
            repo_url: 'https://github.com/pymetrics/audit-ai'
            logo: audit-ai.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/pymetrics'
          - item:
            name: DeepLIFT
            homepage_url: 'https://github.com/kundajelab/deeplift'
            repo_url: 'https://github.com/kundajelab/deeplift'
            logo: deeplift.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/stanford-university'
          - item:
            name: Fainlearn
            homepage_url: 'https://fairlearn.github.io/'
            repo_url: 'https://github.com/fairlearn/fairlearn'
            logo: fairlearn.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/microsoft'
  - category:
    name: Notebook Environment
    subcategories:
      - subcategory:
        name: Notebook Environment
        items:
          - item:
            name: Apache Zeppelin
            homepage_url: 'https://zeppelin.apache.org/'
            repo_url: 'https://github.com/apache/zeppelin'
            logo: apache-zeppelin.svg
            twitter: 'https://twitter.com/ApacheZeppelin'
            crunchbase: 'https://www.crunchbase.com/organization/apache'
          - item:
            name: BeakerX
            homepage_url: 'http://beakerx.com/'
            repo_url: 'https://github.com/twosigma/beakerx'
            logo: beakerx.svg
            twitter: 'https://twitter.com/BeakerXNotebook'
            crunchbase: 'https://www.crunchbase.com/organization/two-sigma-investments'
          - item:
            name: Colaboratory
            homepage_url: 'https://colab.research.google.com/notebooks/welcome.ipynb'
            repo_url: 'https://github.com/googlecolab/colabtools'
            logo: colab.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: Elyra
            homepage_url: 'https://elyra.readthedocs.io/en/latest'
            repo_url: 'https://github.com/elyra-ai/elyra'
            logo: elyra.svg
            crunchbase: 'https://www.crunchbase.com/organization/ibm'
          - item:
            name: IPython
            homepage_url: 'https://ipython.org/'
            repo_url: 'https://github.com/ipython/ipython'
            logo: ipython.svg
            twitter: 'https://twitter.com/IPythonDev'
            crunchbase: 'https://www.crunchbase.com/organization/ipython'
          - item:
            name: Jupyter Notebooks
            homepage_url: 'https://jupyter.org/'
            repo_url: 'https://github.com/jupyter/notebook'
            logo: jupyter-notebooks.svg
            twitter: 'https://twitter.com/ProjectJupyter'
            crunchbase: 'https://www.crunchbase.com/organization/numfocus'
          - item:
            name: PixieDust
            homepage_url: 'https://www.ibm.com/cloud'
            repo_url: 'https://github.com/pixiedust/pixiedust'
            logo: pixiedust.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/ibm'
          - item:
            name: Polynote
            homepage_url: 'https://polynote.org'
            repo_url: 'https://github.com/polynote/polynote'
            logo: 'https://raw.githubusercontent.com/polynote/polynote/master/polynote-frontend/style/polynote.svg'
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/netflix'
          - item:
            name: rmarkdown
            homepage_url: 'https://rmarkdown.rstudio.com'
            repo_url: 'https://github.com/rstudio/rmarkdown'
            logo: rmarkdown.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/rstudio'
          - item:
            name: Stencila
            homepage_url: 'https://stenci.la'
            repo_url: 'https://github.com/stencila/stencila'
            logo: stencila.svg
            crunchbase: 'https://www.crunchbase.com/organization/stencila'
          - item:
            name: Streamlit
            homepage_url: 'https://www.streamlit.io'
            repo_url: 'https://github.com/streamlit/streamlit'
            logo: streamlit.svg
            crunchbase: 'https://www.crunchbase.com/organization/streamlit'
  - category:
    name: Security & Privacy
    subcategories:
      - subcategory:
        name: Security & Privacy
        items:
          - item:
            name: Differential Privacy Library
            homepage_url: 'https://github.com/google/differential-privacy'
            repo_url: 'https://github.com/google/differential-privacy'
            logo: differentialprivacy.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: HE Lib
            homepage_url: 'https://github.com/homenc/HElib'
            repo_url: 'https://github.com/homenc/HElib'
            logo: helib.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/ibm'
          - item:
            name: SEAL
            homepage_url: 'https://www.microsoft.com/en-us/research/project/microsoft-seal/'
            repo_url: 'https://github.com/microsoft/SEAL'
            logo: seal.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/microsoft'
          - item:
            name: Substra
            homepage_url: 'https://www.substra.ai/'
            repo_url: 'https://github.com/SubstraFoundation/substra'
            logo: substra.svg
            twitter: 'https://twitter.com/substra_org'
            crunchbase: 'https://www.crunchbase.com/organization/substra-foundation'
          - item:
            name: TensorFlow Privacy
            homepage_url: 'https://github.com/tensorflow/privacy'
            repo_url: 'https://github.com/tensorflow/privacy'
            logo: tf_privacy.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/google'
          - item:
            name: TF Encrypted
            homepage_url: 'https://tf-encrypted.io'
            repo_url: 'https://github.com/tf-encrypted/tf-encrypted'
            logo: tf_encrypted.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/google'
  - category:
    name: LF AI & Data Member Company
    subcategories:
      - subcategory:
        name: Premier
        items:
          - item:
            name: AT&T
            homepage_url: 'https://att.com/'
            logo: att.svg
            crunchbase: 'https://www.crunchbase.com/organization/at-t'
          - item:
            name: Baidu
            homepage_url: 'https://www.baidu.com/'
            logo: baidu.svg
            twitter: 'https://twitter.com/Baidu_Inc'
            crunchbase: 'https://www.crunchbase.com/organization/baidu'
          - item:
            name: Ericsson
            homepage_url: 'https://www.ericsson.com/en'
            logo: ericsson.svg
            crunchbase: 'https://www.crunchbase.com/organization/ericsson'
          - item:
            name: Huawei
            homepage_url: 'https://www.huawei.com/en/'
            logo: huawei.svg
            crunchbase: 'https://www.crunchbase.com/organization/huawei'
          - item:
            name: IBM
            homepage_url: 'https://www.ibm.com/us-en/?ar=1'
            logo: ibm.svg
            twitter: 'https://twitter.com/ibm'
            crunchbase: 'https://www.crunchbase.com/organization/ibm'
          - item:
            name: Nokia
            homepage_url: 'https://www.nokia.com'
            stock_ticker: NOK
            logo: nokia.svg
            crunchbase: 'https://www.crunchbase.com/organization/nokia'
          - item:
            name: SAS
            homepage_url: 'https://www.sas.com/en_hk/home.html'
            logo: sas.svg
            crunchbase: 'https://www.crunchbase.com/organization/sas'
          - item:
            name: Tech Mahindra
            homepage_url: 'https://www.techmahindra.com/en-in'
            logo: tech-mahindra.svg
            twitter: 'https://twitter.com/tech_mahindra'
            crunchbase: 'https://www.crunchbase.com/organization/tech-mahindra'
          - item:
            name: Tencent
            homepage_url: 'https://www.tencent.com/zh-cn/index.html'
            logo: tencent.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/tencent'
          - item:
            name: Zilliz
            homepage_url: 'https://zilliz.com'
            logo: zilliz.svg
            crunchbase: 'https://www.crunchbase.com/organization/zilliz'
          - item:
            name: ZTE
            homepage_url: 'https://www.zte.com.cn/global/'
            logo: zte.svg
            twitter: 'https://twitter.com/ztepress'
            crunchbase: 'https://www.crunchbase.com/organization/zte-corporation'
      - subcategory:
        name: General
        items:
          - item:
            name: AlphaBravo
            homepage_url: 'https://alphabravo.io/'
            logo: alphabravo.svg
            crunchbase: 'https://www.crunchbase.com/organization/alpha-bravo'
          - item:
            name: Broadcom
            homepage_url: 'https://www.broadcom.com/'
            logo: broadcom.svg
            crunchbase: 'https://www.crunchbase.com/organization/broadcom'
          - item:
            name: Cloudera
            homepage_url: 'https://www.cloudera.com'
            logo: 'https://lf-master-organization-logos-prod.s3.us-east-2.amazonaws.com/cloudera-inc.svg'
            crunchbase: 'https://www.crunchbase.com/organization/cloudera'
          - item:
            name: D2IQ
            homepage_url: 'https://www.d2iq.com'
            logo: d2iq.svg
            crunchbase: 'https://www.crunchbase.com/organization/D2iQ'
          - item:
            name: Databricks
            homepage_url: 'https://xenonstack.com'
            logo: databricks.svg
            crunchbase: 'https://www.crunchbase.com/organization/databricks'
          - item:
            name: Didi
            homepage_url: 'https://didiglobal.com'
            logo: didi.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/didi-dache'
          - item:
            name: Herron Tech
            homepage_url: 'https://www.herrontech.com/'
            logo: herrontech.svg
            crunchbase: 'https://www.crunchbase.com/organization/herron-techology-llc'
          - item:
            name: Index Analytics
            homepage_url: 'https://index-analytics.com'
            logo: index-analytics.svg
            crunchbase: 'https://www.crunchbase.com/organization/index-analytics'
          - item:
            name: ING
            homepage_url: 'https://www.ing.com'
            logo: ing.svg
            crunchbase: 'https://www.crunchbase.com/organization/ing-group'
          - item:
            name: inwinSTACK
            homepage_url: 'https://www.inwinstack.com'
            logo: inwinstack.svg
            crunchbase: 'https://www.crunchbase.com/organization/inwinstack'
          - item:
            name: Orange
            homepage_url: 'https://www.orange.com/en'
            logo: orange.svg
            crunchbase: 'https://www.crunchbase.com/organization/orange'
          - item:
            name: 'Precisely Holdings, LLC'
            homepage_url: 'https://www.precisely.com'
            logo: 'https://lf-master-organization-logos-prod.s3.us-east-2.amazonaws.com/preciselyholdingsllc.svg'
            crunchbase: 'https://www.crunchbase.com/organization/precisely'
          - item:
            name: Red Hat
            homepage_url: 'https://www.redhat.com/en'
            logo: redhat.svg
            crunchbase: 'https://www.crunchbase.com/organization/red-hat'
          - item:
            name: RStudio
            homepage_url: 'https://rstudio.com'
            logo: rstudio.svg
            crunchbase: 'https://www.crunchbase.com/organization/rstudio'
          - item:
            name: Xenonstack
            homepage_url: 'https://xenonstack.com'
            logo: xenonstack.svg
            crunchbase: 'https://www.crunchbase.com/organization/xenonstack'
      - subcategory:
        name: Associate
        items:
          - item:
            name: AI for People
            homepage_url: 'https://www.aiforpeople.org/'
            logo: aiforpeople.svg
            crunchbase: 'https://www.crunchbase.com/organization/ai-for-people'
          - item:
            name: 'aivancity School for Technology, Business & Society'
            homepage_url: 'https://www.aivancity.ai/fr'
            logo: aivancity.svg
            crunchbase: 'https://www.crunchbase.com/organization/aivancity-school-for-technology-business-society'
          - item:
            name: Ambianic
            homepage_url: 'https://ambianic.ai/'
            logo: ambianic.svg
            crunchbase: 'https://www.crunchbase.com/organization/ambianic'
          - item:
            name: Institute of Ethical AI and Machine Learning
            homepage_url: 'https://ethical.institute/'
            logo: institute.svg
            crunchbase: 'https://www.crunchbase.com/organization/the-institute-for-ethical-ai-machine-learning'
          - item:
            name: International Society of Service Innovation Professionals
            homepage_url: 'http://www.issip.org'
            logo: issip.svg
            twitter: 'https://twitter.com/The_ISSIP'
            crunchbase: 'https://www.crunchbase.com/organization/international-society-of-service-innovation-professionals'
          - item:
            name: Montreal AI Ethics Institute
            homepage_url: 'https://montrealethics.ai'
            logo: maie.svg
            crunchbase: 'https://www.crunchbase.com/organization/montreal-ai-ethics-institute'
          - item:
            name: New York University
            homepage_url: 'http://www.nyu.edu'
            logo: nyu.svg
            crunchbase: 'https://www.crunchbase.com/organization/new-york-university'
          - item:
            name: OpenI
            homepage_url: 'http://en.openi.org.cn/'
            logo: openi.svg
            crunchbase: 'https://www.crunchbase.com/organization/openi'
          - item:
            name: Peng Cheng Laboratory
            homepage_url: 'http://www.szpclab.com/'
            logo: pcl.svg
            crunchbase: 'https://www.crunchbase.com/organization/peng-cheng-laboratory'
          - item:
            name: Penn State University
            homepage_url: 'https://www.psu.edu/'
            logo: pennstate.svg
            crunchbase: 'https://www.crunchbase.com/organization/pennsylvania-state-university'
          - item:
            name: Pranveer Singh Institute Of Technology
            homepage_url: 'https://psit.ac.in/'
            logo: psit.svg
            crunchbase: 'https://www.crunchbase.com/organization/pranveer-singh-institute-of-technology'
          - item:
            name: Shanghai Open Source Information Technology Association
            homepage_url: 'https://shanghaiopen.org.cn/en'
            logo: shanghai-oss.svg
            crunchbase: 'https://www.crunchbase.com/organization/shanghai-opensource-information-technology-association'
          - item:
            name: University of Washington - Tacoma
            homepage_url: 'https://www.tacoma.uw.edu/'
            logo: uw-tacoma.svg
            crunchbase: 'https://www.crunchbase.com/organization/university-of-washington'
          - item:
            name: Université Libre de Tunis
            homepage_url: 'https://www.ult-tunisie.com/'
            logo: ult.svg
            crunchbase: 'https://www.crunchbase.com/organization/universit%C3%A9-libre-de-tunis'
          - item:
            name: XPRIZE Foundation
            homepage_url: 'https://xprize.org'
            logo: xprize.svg
            crunchbase: 'https://www.crunchbase.com/organization/x-prize-foundation'
  - category:
    name: Hosting Companies
    subcategories:
      - subcategory:
        name: Hosting Companies
        items:
          - item:
            name: Amazon (hosting)
            homepage_url: 'https://amazon.com/'
            logo: amazon.svg
            crunchbase: 'https://www.crunchbase.com/organization/amazon'
          - item:
            name: AT&T (hosting)
            homepage_url: 'https://att.com/'
            logo: att.svg
            crunchbase: 'https://www.crunchbase.com/organization/at-t'
          - item:
            name: Baidu (hosting)
            homepage_url: 'https://www.baidu.com/'
            logo: baidu.svg
            twitter: 'https://twitter.com/Baidu_Inc'
            crunchbase: 'https://www.crunchbase.com/organization/baidu'
          - item:
            name: data.world (hosting)
            homepage_url: 'https://data.world/'
            logo: dataworld.svg
            crunchbase: 'https://www.crunchbase.com/organization/data-world'
          - item:
            name: DiDi (hosting)
            homepage_url: 'https://www.zte.com.cn/global/'
            logo: didi.svg
            twitter: 'https://twitter.com/didiglobal'
            crunchbase: 'https://www.crunchbase.com/organization/zte-corporation'
          - item:
            name: Dreamworks (hosting)
            homepage_url: 'https://dreamworks.com/'
            logo: dreamworks.svg
            crunchbase: 'https://www.crunchbase.com/organization/dreamworks-animation'
          - item:
            name: Facebook(hosting)
            homepage_url: 'https://m.facebook.com'
            logo: facebook.svg
            crunchbase: 'https://www.crunchbase.com/organization/facebook'
          - item:
            name: Herron Tech (hosting)
            homepage_url: 'https://www.herrontech.com/'
            logo: herrontech.svg
            crunchbase: 'https://www.crunchbase.com/organization/herron-techology-llc'
          - item:
            name: IBM (hosting)
            homepage_url: 'https://www.ibm.com/us-en/?ar=1'
            logo: ibm.svg
            twitter: 'https://twitter.com/ibm'
            crunchbase: 'https://www.crunchbase.com/organization/ibm'
          - item:
            name: Lyft (hosting)
            homepage_url: 'https://www.lyft.com'
            logo: lyft.svg
            crunchbase: 'https://www.crunchbase.com/organization/lyft'
          - item:
            name: Microsoft (hosting)
            homepage_url: 'https://www.microsoft.com/en-us'
            logo: microsoft.svg
            crunchbase: 'https://www.crunchbase.com/organization/microsoft'
          - item:
            name: oojek (hosting)
            homepage_url: 'https://www.gojek.com/'
            logo: gojek.svg
            twitter: 'https://twitter.com/gojekindonesia'
            crunchbase: 'https://www.crunchbase.com/organization/go-jek'
          - item:
            name: RStudio (hosting)
            homepage_url: 'https://rstudio.com'
            logo: rstudio.svg
            crunchbase: 'https://www.crunchbase.com/organization/rstudio'
          - item:
            name: Samsung(hosting)
            homepage_url: 'https://www.samsung.com/us/smartphones/galaxy-note20-5g'
            logo: samsung.svg
            crunchbase: 'https://www.crunchbase.com/organization/samsung-electronics'
          - item:
            name: Tech Mahindra (hosting)
            homepage_url: 'https://www.techmahindra.com/en-in'
            logo: tech-mahindra.svg
            twitter: 'https://twitter.com/tech_mahindra'
            crunchbase: 'https://www.crunchbase.com/organization/tech-mahindra'
          - item:
            name: Tencent (hosting)
            homepage_url: 'https://www.tencent.com/zh-cn/index.html'
            logo: tencent.svg
            twitter: null
            crunchbase: 'https://www.crunchbase.com/organization/tencent'
          - item:
            name: Uber (hosting)
            homepage_url: 'https://www.uber.com/hk/zh-hk'
            logo: uber.svg
            crunchbase: 'https://www.crunchbase.com/organization/uber'
          - item:
            name: WeWork (hosting)
            homepage_url: 'https://wework.com/'
            logo: wework.svg
            crunchbase: 'https://www.crunchbase.com/organization/wework-857c'
          - item:
            name: Zilliz (hosting)
            homepage_url: 'https://zilliz.com'
            logo: zilliz.svg
            crunchbase: 'https://www.crunchbase.com/organization/zilliz'
          - item:
            name: ZTE (hosting)
            homepage_url: 'https://www.zte.com.cn/global/'
            logo: zte.svg
            twitter: 'https://twitter.com/ztepress'
            crunchbase: 'https://www.crunchbase.com/organization/zte-corporation'