01. Course Overview\01. Course Overview.mp4 |
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01. Course Overview\01. Course Overview.srt |
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02. Implementing Predictive Analytics with Numeric Data\01. Prerequisites and Course Outline.mp4 |
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02. Implementing Predictive Analytics with Numeric Data\01. Prerequisites and Course Outline.srt |
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02. Implementing Predictive Analytics with Numeric Data\02. Structural and Predictive Models.mp4 |
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02. Implementing Predictive Analytics with Numeric Data\02. Structural and Predictive Models.srt |
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02. Implementing Predictive Analytics with Numeric Data\03. Demo. Install and Setup Pytorch.mp4 |
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02. Implementing Predictive Analytics with Numeric Data\03. Demo. Install and Setup Pytorch.srt |
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02. Implementing Predictive Analytics with Numeric Data\04. Demo. Preparing Data.mp4 |
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02. Implementing Predictive Analytics with Numeric Data\05. Demo. Building a Simple Neural Network to Perform Regression.mp4 |
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02. Implementing Predictive Analytics with Numeric Data\05. Demo. Building a Simple Neural Network to Perform Regression.srt |
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02. Implementing Predictive Analytics with Numeric Data\06. Demo. Exploring the Diamonds Dataset.mp4 |
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02. Implementing Predictive Analytics with Numeric Data\06. Demo. Exploring the Diamonds Dataset.srt |
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02. Implementing Predictive Analytics with Numeric Data\07. Demo. Preparing and Processing Data.mp4 |
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02. Implementing Predictive Analytics with Numeric Data\07. Demo. Preparing and Processing Data.srt |
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02. Implementing Predictive Analytics with Numeric Data\08. Demo. Building and Training a Regression Model.mp4 |
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02. Implementing Predictive Analytics with Numeric Data\08. Demo. Building and Training a Regression Model.srt |
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02. Implementing Predictive Analytics with Numeric Data\09. Demo. Exploring and Preprocessing Data.mp4 |
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02. Implementing Predictive Analytics with Numeric Data\09. Demo. Exploring and Preprocessing Data.srt |
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02. Implementing Predictive Analytics with Numeric Data\10. Demo. Defining the Neural Network and Helper Functions.mp4 |
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02. Implementing Predictive Analytics with Numeric Data\10. Demo. Defining the Neural Network and Helper Functions.srt |
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02. Implementing Predictive Analytics with Numeric Data\11. Demo. Building and Training Custom Neural Networks for Classification.mp4 |
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02. Implementing Predictive Analytics with Numeric Data\11. Demo. Building and Training Custom Neural Networks for Classification.srt |
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03. Implementing Predictive Analytics with Text Data\01. Text as Sequential Data.mp4 |
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03. Implementing Predictive Analytics with Text Data\01. Text as Sequential Data.srt |
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03. Implementing Predictive Analytics with Text Data\02. The Recurrent Neuron.mp4 |
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03. Implementing Predictive Analytics with Text Data\02. The Recurrent Neuron.srt |
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03. Implementing Predictive Analytics with Text Data\03. RNN Training and Long Memory Cells.mp4 |
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03. Implementing Predictive Analytics with Text Data\03. RNN Training and Long Memory Cells.srt |
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03. Implementing Predictive Analytics with Text Data\04. RNN to Generate Names in Languages.mp4 |
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03. Implementing Predictive Analytics with Text Data\04. RNN to Generate Names in Languages.srt |
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03. Implementing Predictive Analytics with Text Data\05. Demo. Loading and Preparing Training Data.mp4 |
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03. Implementing Predictive Analytics with Text Data\05. Demo. Loading and Preparing Training Data.srt |
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03. Implementing Predictive Analytics with Text Data\06. Demo. Setting up Helper Functions.mp4 |
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03. Implementing Predictive Analytics with Text Data\06. Demo. Setting up Helper Functions.srt |
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03. Implementing Predictive Analytics with Text Data\07. Demo. Defining the RNN.mp4 |
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03. Implementing Predictive Analytics with Text Data\07. Demo. Defining the RNN.srt |
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03. Implementing Predictive Analytics with Text Data\08. Demo. Training the RNN and Generating Names.mp4 |
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03. Implementing Predictive Analytics with Text Data\08. Demo. Training the RNN and Generating Names.srt |
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04. Implementing Predictive Analytics with User Preference Data\01. Finding Patterns in Data.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\01. Finding Patterns in Data.srt |
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04. Implementing Predictive Analytics with User Preference Data\02. Association Rule Learning.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\02. Association Rule Learning.srt |
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04. Implementing Predictive Analytics with User Preference Data\03. Clustering.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\03. Clustering.srt |
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04. Implementing Predictive Analytics with User Preference Data\04. Content Based Approaches to Recommendations.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\04. Content Based Approaches to Recommendations.srt |
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04. Implementing Predictive Analytics with User Preference Data\05. Collaborative Filtering.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\05. Collaborative Filtering.srt |
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04. Implementing Predictive Analytics with User Preference Data\06. Nearest Neighborhood.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\06. Nearest Neighborhood.srt |
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04. Implementing Predictive Analytics with User Preference Data\07. Matrix Factorization.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\07. Matrix Factorization.srt |
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04. Implementing Predictive Analytics with User Preference Data\08. Alternating Least Squares to Estimate the Ratings Matrix.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\08. Alternating Least Squares to Estimate the Ratings Matrix.srt |
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04. Implementing Predictive Analytics with User Preference Data\09. Evaluation Metrics vs. Loss Metrics.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\09. Evaluation Metrics vs. Loss Metrics.srt |
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04. Implementing Predictive Analytics with User Preference Data\10. Mean Average Precision @ K.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\10. Mean Average Precision @ K.srt |
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04. Implementing Predictive Analytics with User Preference Data\11. Demo. Initializing the Ratings Matrix.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\11. Demo. Initializing the Ratings Matrix.srt |
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04. Implementing Predictive Analytics with User Preference Data\12. Demo. Setting up the Neural Network.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\12. Demo. Setting up the Neural Network.srt |
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04. Implementing Predictive Analytics with User Preference Data\13. Demo. The Train Helper Function.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\13. Demo. The Train Helper Function.srt |
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04. Implementing Predictive Analytics with User Preference Data\14. Demo. The Evaluate Helper Function.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\14. Demo. The Evaluate Helper Function.srt |
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04. Implementing Predictive Analytics with User Preference Data\15. Demo. Building and Training the Recommendation System Neural Network.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\15. Demo. Building and Training the Recommendation System Neural Network.srt |
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04. Implementing Predictive Analytics with User Preference Data\16. Summary and Further Study.mp4 |
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04. Implementing Predictive Analytics with User Preference Data\16. Summary and Further Study.srt |
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Exercise Files\02\demos\datasets\.DS_Store |
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Exercise Files\02\demos\datasets\diamonds.csv |
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Exercise Files\02\demos\datasets\headbrain.csv |
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Exercise Files\02\demos\datasets\mobile_price.csv |
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Exercise Files\02\demos\datasets\movies\.DS_Store |
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Exercise Files\02\demos\datasets\movies\ml-latest-small\links.csv |
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Exercise Files\02\demos\datasets\movies\ml-latest-small\movies.csv |
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Exercise Files\02\demos\datasets\movies\ml-latest-small\ratings.csv |
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Exercise Files\02\demos\datasets\movies\ml-latest-small\README.txt |
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Exercise Files\02\demos\datasets\movies\ml-latest-small\tags.csv |
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Exercise Files\02\demos\datasets\names\Arabic.txt |
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Exercise Files\02\demos\datasets\names\Chinese.txt |
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Exercise Files\02\demos\datasets\names\Czech.txt |
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Exercise Files\02\demos\datasets\names\German.txt |
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Exercise Files\02\demos\datasets\names\Greek.txt |
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Exercise Files\02\demos\datasets\names\Italian.txt |
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Exercise Files\02\demos\demo-01-SimpleRegression.ipynb |
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Exercise Files\02\implementing-predictive-analytics-with-numeric-data-slides.pdf |
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02. Implementing Predictive Analytics with Numeric Data |
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