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The Certificate

cert

Machine Learning

What is machine learning?

A way of developing a system to extract knowledge from data to perform a task.

Key Definitions

Definitions

machines

PyTorch

PyTorch is an open source machine learning framework based on the Torch library, used for applications such as computer vision and natural language processing, primarily developed by Facebook's AI Research lab (FAIR). It is free and open-source software released under the Modified BSD license. Although the Python interface is more polished and the primary focus of development, PyTorch also has a C++ interface.

A number of pieces of deep learning software are built on top of PyTorch, including Tesla Autopilot, Uber's Pyro, Hugging Face's Transformers, PyTorch Lightning, and Catalyst.

PyTorch provides two high-level features:

  • Tensor computing (like NumPy) with strong acceleration via graphics processing units (GPU)
  • Deep neural networks built on a tape-based automatic differentiation system

PyTorch

Predicting Rain

No rain today!

No rain

Machine Learning Workflow

workflow

Google CoLab

https://colab.research.google.com/

Co Lab

https://colab.research.%google.com/drive/1nVmB4EnmD3Z-PwvZZng0cGF322Xmi0Ef?usp=sharing

Iris Dataset

pair plot

Support Vector Machine

SVC

Accuracy 96.666666666%

accuracy