diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/00.json b/04 Research Environment/08 Machine Learning/00.json similarity index 90% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/00.json rename to 04 Research Environment/08 Machine Learning/00.json index 2b2fdd3e99..07201e1003 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/00.json +++ b/04 Research Environment/08 Machine Learning/00.json @@ -14,6 +14,8 @@ "07" : "", "08" : "", "09" : "", - "10" : "" + "10" : "", + "11" : "", + "12" : "" } } diff --git a/04 Research Environment/08 Machine Learning/04 Hugging Face/01 Key Concepts/01 Introduction.html b/04 Research Environment/08 Machine Learning/02 Hugging Face/01 Key Concepts/01 Introduction.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/04 Hugging Face/01 Key Concepts/01 Introduction.html rename to 04 Research Environment/08 Machine Learning/02 Hugging Face/01 Key Concepts/01 Introduction.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/01 Introduction.html b/04 Research Environment/08 Machine Learning/03 Aesera/01 Introduction.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/01 Introduction.html rename to 04 Research Environment/08 Machine Learning/03 Aesera/01 Introduction.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/02 Import Libraries.html b/04 Research Environment/08 Machine Learning/03 Aesera/02 Import Libraries.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/02 Import Libraries.html rename to 04 Research Environment/08 Machine Learning/03 Aesera/02 Import Libraries.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/03 Get Historical Data.php b/04 Research Environment/08 Machine Learning/03 Aesera/03 Get Historical Data.php similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/03 Get Historical Data.php rename to 04 Research Environment/08 Machine Learning/03 Aesera/03 Get Historical Data.php diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/04 Prepare Data.html b/04 Research Environment/08 Machine Learning/03 Aesera/04 Prepare Data.html similarity index 89% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/04 Prepare Data.html rename to 04 Research Environment/08 Machine Learning/03 Aesera/04 Prepare Data.html index 0724234f12..17b7a76112 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/04 Prepare Data.html +++ b/04 Research Environment/08 Machine Learning/03 Aesera/04 Prepare Data.html @@ -1,4 +1,4 @@ -

You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, use the following features and labels:

+

You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, use the following features and labels:

diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/05 Train Models.html b/04 Research Environment/08 Machine Learning/03 Aesera/05 Train Models.html similarity index 86% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/05 Train Models.html rename to 04 Research Environment/08 Machine Learning/03 Aesera/05 Train Models.html index aff86a2e05..a332b14146 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/05 Train Models.html +++ b/04 Research Environment/08 Machine Learning/03 Aesera/05 Train Models.html @@ -1,4 +1,4 @@ -

You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the model. In this example, build a Logistic Regression model with log loss cross entropy and square error as cost function. Follow these steps to create the model:

+

You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the model. In this example, build a Logistic Regression model with log loss cross entropy and square error as cost function. Follow these steps to create the model:

  1. Generate a dataset.
    2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/06 Test Models.html b/04 Research Environment/08 Machine Learning/03 Aesera/06 Test Models.html similarity index 82% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/06 Test Models.html rename to 04 Research Environment/08 Machine Learning/03 Aesera/06 Test Models.html index b40241a09b..ddc0174d80 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/06 Test Models.html +++ b/04 Research Environment/08 Machine Learning/03 Aesera/06 Test Models.html @@ -1,4 +1,4 @@ -

    You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

    +

    You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

    1. Call the predict method with the features of the testing period.
      2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/07 Store Models.html b/04 Research Environment/08 Machine Learning/03 Aesera/07 Store Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/07 Store Models.html rename to 04 Research Environment/08 Machine Learning/03 Aesera/07 Store Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/metadata.json b/04 Research Environment/08 Machine Learning/03 Aesera/metadata.json similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/01 Aesera/metadata.json rename to 04 Research Environment/08 Machine Learning/03 Aesera/metadata.json diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/01 Introduction.html b/04 Research Environment/08 Machine Learning/04 GPlearn/01 Introduction.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/01 Introduction.html rename to 04 Research Environment/08 Machine Learning/04 GPlearn/01 Introduction.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/02 Import Libraries.html b/04 Research Environment/08 Machine Learning/04 GPlearn/02 Import Libraries.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/02 Import Libraries.html rename to 04 Research Environment/08 Machine Learning/04 GPlearn/02 Import Libraries.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/03 Get Historical Data.php b/04 Research Environment/08 Machine Learning/04 GPlearn/03 Get Historical Data.php similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/03 Get Historical Data.php rename to 04 Research Environment/08 Machine Learning/04 GPlearn/03 Get Historical Data.php diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/04 Prepare Data.html b/04 Research Environment/08 Machine Learning/04 GPlearn/04 Prepare Data.html similarity index 88% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/04 Prepare Data.html rename to 04 Research Environment/08 Machine Learning/04 GPlearn/04 Prepare Data.html index 0224a3c12f..a725edd70f 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/04 Prepare Data.html +++ b/04 Research Environment/08 Machine Learning/04 GPlearn/04 Prepare Data.html @@ -1,4 +1,4 @@ -

      You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, use the following features and labels:

      +

      You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, use the following features and labels:

diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/05 Train Models.html b/04 Research Environment/08 Machine Learning/04 GPlearn/05 Train Models.html similarity index 86% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/05 Train Models.html rename to 04 Research Environment/08 Machine Learning/04 GPlearn/05 Train Models.html index 2f0aac9339..1190bbd3b7 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/05 Train Models.html +++ b/04 Research Environment/08 Machine Learning/04 GPlearn/05 Train Models.html @@ -1,4 +1,4 @@ -

You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the model. In this example, create a Symbolic Transformer to generate new non-linear features and then build a Symbolic Regressor model. Follow these steps to create the model:

+

You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the model. In this example, create a Symbolic Transformer to generate new non-linear features and then build a Symbolic Regressor model. Follow these steps to create the model:

  1. Declare a set of functions to use for feature engineering.
    2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/06 Test Models.html b/04 Research Environment/08 Machine Learning/04 GPlearn/06 Test Models.html similarity index 86% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/06 Test Models.html rename to 04 Research Environment/08 Machine Learning/04 GPlearn/06 Test Models.html index 085cdb7731..c1b3ee664b 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/06 Test Models.html +++ b/04 Research Environment/08 Machine Learning/04 GPlearn/06 Test Models.html @@ -1,4 +1,4 @@ -

    You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

    +

    You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

    1. Feature engineer the testing set data.
      2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/07 Store Models.html b/04 Research Environment/08 Machine Learning/04 GPlearn/07 Store Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/07 Store Models.html rename to 04 Research Environment/08 Machine Learning/04 GPlearn/07 Store Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/metadata.json b/04 Research Environment/08 Machine Learning/04 GPlearn/metadata.json similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/02 GPlearn/metadata.json rename to 04 Research Environment/08 Machine Learning/04 GPlearn/metadata.json diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/01 Introduction.html b/04 Research Environment/08 Machine Learning/05 Hmmlearn/01 Introduction.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/01 Introduction.html rename to 04 Research Environment/08 Machine Learning/05 Hmmlearn/01 Introduction.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/02 Import Libraries.html b/04 Research Environment/08 Machine Learning/05 Hmmlearn/02 Import Libraries.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/02 Import Libraries.html rename to 04 Research Environment/08 Machine Learning/05 Hmmlearn/02 Import Libraries.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/03 Get Historical Data.php b/04 Research Environment/08 Machine Learning/05 Hmmlearn/03 Get Historical Data.php similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/03 Get Historical Data.php rename to 04 Research Environment/08 Machine Learning/05 Hmmlearn/03 Get Historical Data.php diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/04 Prepare Data.html b/04 Research Environment/08 Machine Learning/05 Hmmlearn/04 Prepare Data.html similarity index 74% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/04 Prepare Data.html rename to 04 Research Environment/08 Machine Learning/05 Hmmlearn/04 Prepare Data.html index 5d944d826a..7b41026083 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/04 Prepare Data.html +++ b/04 Research Environment/08 Machine Learning/05 Hmmlearn/04 Prepare Data.html @@ -1,4 +1,4 @@ -

      You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. Follow these steps to prepare the data:

      +

      You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. Follow these steps to prepare the data:

      1. Select the close column of the historical data DataFrame.
        2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/05 Train Models.html b/04 Research Environment/08 Machine Learning/05 Hmmlearn/05 Train Models.html similarity index 53% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/05 Train Models.html rename to 04 Research Environment/08 Machine Learning/05 Hmmlearn/05 Train Models.html index bbf8a5d285..36cfe6be92 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/05 Train Models.html +++ b/04 Research Environment/08 Machine Learning/05 Hmmlearn/05 Train Models.html @@ -1,4 +1,4 @@ -

        You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the model. In this example, assume the market has only 2 regimes and the market returns follow a Gaussian distribution. Therefore, create a 2-component Hidden Markov Model with Gaussian emissions, which is equivalent to a Gaussian mixture model with 2 means. Follow these steps to create the model:

        +

        You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the model. In this example, assume the market has only 2 regimes and the market returns follow a Gaussian distribution. Therefore, create a 2-component Hidden Markov Model with Gaussian emissions, which is equivalent to a Gaussian mixture model with 2 means. Follow these steps to create the model:

        1. Call the GaussianHMM constructor with the number of components, a covariance type, and the number of iterations.
          2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/06 Test Models.html b/04 Research Environment/08 Machine Learning/05 Hmmlearn/06 Test Models.html similarity index 74% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/06 Test Models.html rename to 04 Research Environment/08 Machine Learning/05 Hmmlearn/06 Test Models.html index 7aedcad84b..5005b8a1ff 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/06 Test Models.html +++ b/04 Research Environment/08 Machine Learning/05 Hmmlearn/06 Test Models.html @@ -1,4 +1,4 @@ -

          You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

          +

          You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

          1. Call the predict method with the testing dataset.
            2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/07 Store Models.html b/04 Research Environment/08 Machine Learning/05 Hmmlearn/07 Store Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/07 Store Models.html rename to 04 Research Environment/08 Machine Learning/05 Hmmlearn/07 Store Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/metadata.json b/04 Research Environment/08 Machine Learning/05 Hmmlearn/metadata.json similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/03 Hmmlearn/metadata.json rename to 04 Research Environment/08 Machine Learning/05 Hmmlearn/metadata.json diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/01 Introduction.html b/04 Research Environment/08 Machine Learning/06 Keras/01 Introduction.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/01 Introduction.html rename to 04 Research Environment/08 Machine Learning/06 Keras/01 Introduction.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/02 Import Libraries.html b/04 Research Environment/08 Machine Learning/06 Keras/02 Import Libraries.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/02 Import Libraries.html rename to 04 Research Environment/08 Machine Learning/06 Keras/02 Import Libraries.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/03 Get Historical Data.php b/04 Research Environment/08 Machine Learning/06 Keras/03 Get Historical Data.php similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/03 Get Historical Data.php rename to 04 Research Environment/08 Machine Learning/06 Keras/03 Get Historical Data.php diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/04 Prepare Data.html b/04 Research Environment/08 Machine Learning/06 Keras/04 Prepare Data.html similarity index 89% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/04 Prepare Data.html rename to 04 Research Environment/08 Machine Learning/06 Keras/04 Prepare Data.html index d7ce35dac2..1259676586 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/04 Prepare Data.html +++ b/04 Research Environment/08 Machine Learning/06 Keras/04 Prepare Data.html @@ -1,4 +1,4 @@ -

            You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, use the following features and labels:

            +

            You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, use the following features and labels:

diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/05 Train Models.html b/04 Research Environment/08 Machine Learning/06 Keras/05 Train Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/05 Train Models.html rename to 04 Research Environment/08 Machine Learning/06 Keras/05 Train Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/06 Test Models.html b/04 Research Environment/08 Machine Learning/06 Keras/06 Test Models.html similarity index 76% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/06 Test Models.html rename to 04 Research Environment/08 Machine Learning/06 Keras/06 Test Models.html index e2b69ea2f2..88d31e1c94 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/06 Test Models.html +++ b/04 Research Environment/08 Machine Learning/06 Keras/06 Test Models.html @@ -1,4 +1,4 @@ -

You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

+

You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

  1. Call the predict method with the features of the testing period.
    2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/07 Store Models.html b/04 Research Environment/08 Machine Learning/06 Keras/07 Store Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/07 Store Models.html rename to 04 Research Environment/08 Machine Learning/06 Keras/07 Store Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/metadata.json b/04 Research Environment/08 Machine Learning/06 Keras/metadata.json similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/04 Keras/metadata.json rename to 04 Research Environment/08 Machine Learning/06 Keras/metadata.json diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/01 Introduction.html b/04 Research Environment/08 Machine Learning/07 PyTorch/01 Introduction.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/01 Introduction.html rename to 04 Research Environment/08 Machine Learning/07 PyTorch/01 Introduction.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/02 Import Libraries.html b/04 Research Environment/08 Machine Learning/07 PyTorch/02 Import Libraries.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/02 Import Libraries.html rename to 04 Research Environment/08 Machine Learning/07 PyTorch/02 Import Libraries.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/03 Get Historical Data.php b/04 Research Environment/08 Machine Learning/07 PyTorch/03 Get Historical Data.php similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/03 Get Historical Data.php rename to 04 Research Environment/08 Machine Learning/07 PyTorch/03 Get Historical Data.php diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/04 Prepare Data.php b/04 Research Environment/08 Machine Learning/07 PyTorch/04 Prepare Data.php similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/04 Prepare Data.php rename to 04 Research Environment/08 Machine Learning/07 PyTorch/04 Prepare Data.php diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/05 Train Models.html b/04 Research Environment/08 Machine Learning/07 PyTorch/05 Train Models.html similarity index 89% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/05 Train Models.html rename to 04 Research Environment/08 Machine Learning/07 PyTorch/05 Train Models.html index 948ab8b684..5b75e35fc6 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/05 Train Models.html +++ b/04 Research Environment/08 Machine Learning/07 PyTorch/05 Train Models.html @@ -1,4 +1,4 @@ -

    You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the model. In this example, create a deep neural network with 2 hidden layers. Follow these steps to create the model:

    +

    You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the model. In this example, create a deep neural network with 2 hidden layers. Follow these steps to create the model:

    1. Define a subclass of nn.Module to be the model.
      2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/06 Test Models.html b/04 Research Environment/08 Machine Learning/07 PyTorch/06 Test Models.html similarity index 84% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/06 Test Models.html rename to 04 Research Environment/08 Machine Learning/07 PyTorch/06 Test Models.html index e862be4b14..e06b330997 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/06 Test Models.html +++ b/04 Research Environment/08 Machine Learning/07 PyTorch/06 Test Models.html @@ -1,4 +1,4 @@ -

      You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

      +

      You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

      1. Predict with the testing data.
        2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/07 Store Models.html b/04 Research Environment/08 Machine Learning/07 PyTorch/07 Store Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/07 Store Models.html rename to 04 Research Environment/08 Machine Learning/07 PyTorch/07 Store Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/metadata.json b/04 Research Environment/08 Machine Learning/07 PyTorch/metadata.json similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/05 PyTorch/metadata.json rename to 04 Research Environment/08 Machine Learning/07 PyTorch/metadata.json diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/01 Introduction.html b/04 Research Environment/08 Machine Learning/08 Scikit-Learn/01 Introduction.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/01 Introduction.html rename to 04 Research Environment/08 Machine Learning/08 Scikit-Learn/01 Introduction.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/02 Import Libraries.html b/04 Research Environment/08 Machine Learning/08 Scikit-Learn/02 Import Libraries.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/02 Import Libraries.html rename to 04 Research Environment/08 Machine Learning/08 Scikit-Learn/02 Import Libraries.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/03 Get Historical Data.php b/04 Research Environment/08 Machine Learning/08 Scikit-Learn/03 Get Historical Data.php similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/03 Get Historical Data.php rename to 04 Research Environment/08 Machine Learning/08 Scikit-Learn/03 Get Historical Data.php diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/04 Prepare Data.html b/04 Research Environment/08 Machine Learning/08 Scikit-Learn/04 Prepare Data.html similarity index 88% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/04 Prepare Data.html rename to 04 Research Environment/08 Machine Learning/08 Scikit-Learn/04 Prepare Data.html index 7c1740b0c9..1f88795fd5 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/04 Prepare Data.html +++ b/04 Research Environment/08 Machine Learning/08 Scikit-Learn/04 Prepare Data.html @@ -1,4 +1,4 @@ -

        You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, use the following features and labels:

        +

        You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, use the following features and labels:

diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/05 Train Models.html b/04 Research Environment/08 Machine Learning/08 Scikit-Learn/05 Train Models.html similarity index 72% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/05 Train Models.html rename to 04 Research Environment/08 Machine Learning/08 Scikit-Learn/05 Train Models.html index 6b85a93242..bc7a1baf80 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/05 Train Models.html +++ b/04 Research Environment/08 Machine Learning/08 Scikit-Learn/05 Train Models.html @@ -1,4 +1,4 @@ -

You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the model. In this example, build a Support Vector Regressor model and optimize its hyperparameters with grid search cross-validation. Follow these steps to create the model:

+

You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the model. In this example, build a Support Vector Regressor model and optimize its hyperparameters with grid search cross-validation. Follow these steps to create the model:

  1. Set the choices of hyperparameters used for grid search testing.
    2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/06 Test Models.html b/04 Research Environment/08 Machine Learning/08 Scikit-Learn/06 Test Models.html similarity index 76% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/06 Test Models.html rename to 04 Research Environment/08 Machine Learning/08 Scikit-Learn/06 Test Models.html index 1f900c5df1..c020f33084 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/06 Test Models.html +++ b/04 Research Environment/08 Machine Learning/08 Scikit-Learn/06 Test Models.html @@ -1,4 +1,4 @@ -

    You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

    +

    You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

    1. Call the predict method with the features of the testing period.
      2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/07 Store Models.html b/04 Research Environment/08 Machine Learning/08 Scikit-Learn/07 Store Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/07 Store Models.html rename to 04 Research Environment/08 Machine Learning/08 Scikit-Learn/07 Store Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/metadata.json b/04 Research Environment/08 Machine Learning/08 Scikit-Learn/metadata.json similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/06 Scikit-Learn/metadata.json rename to 04 Research Environment/08 Machine Learning/08 Scikit-Learn/metadata.json diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/01 Introduction.html b/04 Research Environment/08 Machine Learning/09 Stable Baselines/01 Introduction.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/01 Introduction.html rename to 04 Research Environment/08 Machine Learning/09 Stable Baselines/01 Introduction.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/02 Import Libraries.html b/04 Research Environment/08 Machine Learning/09 Stable Baselines/02 Import Libraries.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/02 Import Libraries.html rename to 04 Research Environment/08 Machine Learning/09 Stable Baselines/02 Import Libraries.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/03 Get Historical Data.html b/04 Research Environment/08 Machine Learning/09 Stable Baselines/03 Get Historical Data.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/03 Get Historical Data.html rename to 04 Research Environment/08 Machine Learning/09 Stable Baselines/03 Get Historical Data.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/04 Prepare Data.html b/04 Research Environment/08 Machine Learning/09 Stable Baselines/04 Prepare Data.html similarity index 83% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/04 Prepare Data.html rename to 04 Research Environment/08 Machine Learning/09 Stable Baselines/04 Prepare Data.html index e029f0f84c..3137dd218e 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/04 Prepare Data.html +++ b/04 Research Environment/08 Machine Learning/09 Stable Baselines/04 Prepare Data.html @@ -1,5 +1,5 @@

      - You need some historical data to prepare the data for the model. + You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, extract the close price series as the outcome and obtain the partial-differenced time-series of OHLCV values as the observation.

      diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/05 Train Models.html b/04 Research Environment/08 Machine Learning/09 Stable Baselines/05 Train Models.html similarity index 89% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/05 Train Models.html rename to 04 Research Environment/08 Machine Learning/09 Stable Baselines/05 Train Models.html index a097cd9660..df819187cb 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/05 Train Models.html +++ b/04 Research Environment/08 Machine Learning/09 Stable Baselines/05 Train Models.html @@ -1,4 +1,4 @@ -

      You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the environment and the model. In this example, create a gym environment to initialize the training environment, agent and reward. Then, create a RL model by DQN algorithm. Follow these steps to create the environment and the model:

      +

      You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the environment and the model. In this example, create a gym environment to initialize the training environment, agent and reward. Then, create a RL model by DQN algorithm. Follow these steps to create the environment and the model:

      1. Split the data for training and testing to evaluate our model.
        2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/06 Test Models.html b/04 Research Environment/08 Machine Learning/09 Stable Baselines/06 Test Models.html similarity index 83% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/06 Test Models.html rename to 04 Research Environment/08 Machine Learning/09 Stable Baselines/06 Test Models.html index 78410e0bf9..94941c5fa9 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/06 Test Models.html +++ b/04 Research Environment/08 Machine Learning/09 Stable Baselines/06 Test Models.html @@ -1,4 +1,4 @@ -

        You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

        +

        You need to build and train the model before you test its performance. If you have trained the model, test it on the out-of-sample data. Follow these steps to test the model:

        1. Initialize a return series to calculate performance and a list to store the equity value at each timestep.
          2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/07 Store Models.html b/04 Research Environment/08 Machine Learning/09 Stable Baselines/07 Store Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/07 Store Models.html rename to 04 Research Environment/08 Machine Learning/09 Stable Baselines/07 Store Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/metadata.json b/04 Research Environment/08 Machine Learning/09 Stable Baselines/metadata.json similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/07 Stable Baselines/metadata.json rename to 04 Research Environment/08 Machine Learning/09 Stable Baselines/metadata.json diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/01 Introduction.html b/04 Research Environment/08 Machine Learning/10 TensorFlow/01 Introduction.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/01 Introduction.html rename to 04 Research Environment/08 Machine Learning/10 TensorFlow/01 Introduction.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/02 Import Libraries.html b/04 Research Environment/08 Machine Learning/10 TensorFlow/02 Import Libraries.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/02 Import Libraries.html rename to 04 Research Environment/08 Machine Learning/10 TensorFlow/02 Import Libraries.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/03 Get Historical Data.php b/04 Research Environment/08 Machine Learning/10 TensorFlow/03 Get Historical Data.php similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/03 Get Historical Data.php rename to 04 Research Environment/08 Machine Learning/10 TensorFlow/03 Get Historical Data.php diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/04 Prepare Data.html b/04 Research Environment/08 Machine Learning/10 TensorFlow/04 Prepare Data.html similarity index 89% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/04 Prepare Data.html rename to 04 Research Environment/08 Machine Learning/10 TensorFlow/04 Prepare Data.html index 2f7f9e79de..aa69b53cdd 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/04 Prepare Data.html +++ b/04 Research Environment/08 Machine Learning/10 TensorFlow/04 Prepare Data.html @@ -1,4 +1,4 @@ -

          You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, use the following features and labels:

          +

          You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, use the following features and labels:

diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/05 Train Models.html b/04 Research Environment/08 Machine Learning/10 TensorFlow/05 Train Models.html similarity index 89% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/05 Train Models.html rename to 04 Research Environment/08 Machine Learning/10 TensorFlow/05 Train Models.html index 3d11e16760..ee6fadb134 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/05 Train Models.html +++ b/04 Research Environment/08 Machine Learning/10 TensorFlow/05 Train Models.html @@ -1,4 +1,4 @@ -

You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the model. In this example, build a neural network model that predicts the future price of the SPY.

+

You need to prepare the historical data for training before you train the model. If you have prepared the data, build and train the model. In this example, build a neural network model that predicts the future price of the SPY.

Build the Model

Follow these steps to build the model:

diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/06 Test Models.html b/04 Research Environment/08 Machine Learning/10 TensorFlow/06 Test Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/06 Test Models.html rename to 04 Research Environment/08 Machine Learning/10 TensorFlow/06 Test Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/07 Store Models.html b/04 Research Environment/08 Machine Learning/10 TensorFlow/07 Store Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/07 Store Models.html rename to 04 Research Environment/08 Machine Learning/10 TensorFlow/07 Store Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/metadata.json b/04 Research Environment/08 Machine Learning/10 TensorFlow/metadata.json similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/08 TensorFlow/metadata.json rename to 04 Research Environment/08 Machine Learning/10 TensorFlow/metadata.json diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/01 Introduction.html b/04 Research Environment/08 Machine Learning/11 Tslearn/01 Introduction.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/01 Introduction.html rename to 04 Research Environment/08 Machine Learning/11 Tslearn/01 Introduction.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/02 Import Libraries.html b/04 Research Environment/08 Machine Learning/11 Tslearn/02 Import Libraries.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/02 Import Libraries.html rename to 04 Research Environment/08 Machine Learning/11 Tslearn/02 Import Libraries.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/03 Get Historical Data.html b/04 Research Environment/08 Machine Learning/11 Tslearn/03 Get Historical Data.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/03 Get Historical Data.html rename to 04 Research Environment/08 Machine Learning/11 Tslearn/03 Get Historical Data.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/04 Prepare Data.html b/04 Research Environment/08 Machine Learning/11 Tslearn/04 Prepare Data.html similarity index 69% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/04 Prepare Data.html rename to 04 Research Environment/08 Machine Learning/11 Tslearn/04 Prepare Data.html index a7142ca251..fe5f35f9db 100644 --- a/04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/04 Prepare Data.html +++ b/04 Research Environment/08 Machine Learning/11 Tslearn/04 Prepare Data.html @@ -1,4 +1,4 @@ -

You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, standardize the log close price time-series of the securities. Follow these steps to prepare the data:

+

You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, standardize the log close price time-series of the securities. Follow these steps to prepare the data:

  1. Unstack the historical DataFrame and select the close column.
    2. diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/05 Train Models.html b/04 Research Environment/08 Machine Learning/11 Tslearn/05 Train Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/05 Train Models.html rename to 04 Research Environment/08 Machine Learning/11 Tslearn/05 Train Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/06 Test Models.html b/04 Research Environment/08 Machine Learning/11 Tslearn/06 Test Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/06 Test Models.html rename to 04 Research Environment/08 Machine Learning/11 Tslearn/06 Test Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/07 Store Models.html b/04 Research Environment/08 Machine Learning/11 Tslearn/07 Store Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/07 Store Models.html rename to 04 Research Environment/08 Machine Learning/11 Tslearn/07 Store Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/08 Reference.html b/04 Research Environment/08 Machine Learning/11 Tslearn/08 Reference.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/08 Reference.html rename to 04 Research Environment/08 Machine Learning/11 Tslearn/08 Reference.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/metadata.json b/04 Research Environment/08 Machine Learning/11 Tslearn/metadata.json similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/09 Tslearn/metadata.json rename to 04 Research Environment/08 Machine Learning/11 Tslearn/metadata.json diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/01 Introduction.html b/04 Research Environment/08 Machine Learning/12 XGBoost/01 Introduction.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/01 Introduction.html rename to 04 Research Environment/08 Machine Learning/12 XGBoost/01 Introduction.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/02 Import Libraries.html b/04 Research Environment/08 Machine Learning/12 XGBoost/02 Import Libraries.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/02 Import Libraries.html rename to 04 Research Environment/08 Machine Learning/12 XGBoost/02 Import Libraries.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/03 Get Historical Data.php b/04 Research Environment/08 Machine Learning/12 XGBoost/03 Get Historical Data.php similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/03 Get Historical Data.php rename to 04 Research Environment/08 Machine Learning/12 XGBoost/03 Get Historical Data.php diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/04 Prepare Data.php b/04 Research Environment/08 Machine Learning/12 XGBoost/04 Prepare Data.php similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/04 Prepare Data.php rename to 04 Research Environment/08 Machine Learning/12 XGBoost/04 Prepare Data.php diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/05 Train Models.html b/04 Research Environment/08 Machine Learning/12 XGBoost/05 Train Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/05 Train Models.html rename to 04 Research Environment/08 Machine Learning/12 XGBoost/05 Train Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/06 Test Models.html b/04 Research Environment/08 Machine Learning/12 XGBoost/06 Test Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/06 Test Models.html rename to 04 Research Environment/08 Machine Learning/12 XGBoost/06 Test Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/07 Store Models.html b/04 Research Environment/08 Machine Learning/12 XGBoost/07 Store Models.html similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/07 Store Models.html rename to 04 Research Environment/08 Machine Learning/12 XGBoost/07 Store Models.html diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/metadata.json b/04 Research Environment/08 Machine Learning/12 XGBoost/metadata.json similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/10 XGBoost/metadata.json rename to 04 Research Environment/08 Machine Learning/12 XGBoost/metadata.json diff --git a/04 Research Environment/08 Machine Learning/03 Popular Libraries/metadata.json b/04 Research Environment/08 Machine Learning/metadata.json similarity index 100% rename from 04 Research Environment/08 Machine Learning/03 Popular Libraries/metadata.json rename to 04 Research Environment/08 Machine Learning/metadata.json diff --git a/Resources/machine-learning/prepare-data.html b/Resources/machine-learning/prepare-data.html index e939624d8b..077ba043d3 100644 --- a/Resources/machine-learning/prepare-data.html +++ b/Resources/machine-learning/prepare-data.html @@ -1,4 +1,4 @@ -

    You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, use the following features and labels:

    +

    You need some historical data to prepare the data for the model. If you have historical data, manipulate it to train and test the model. In this example, use the following features and labels: