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| Archived
files |
|
01 Introduction\001 Introduction What is TensorFlow.js.mp4
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01 Introduction\002 Course Overview.mp4
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31,551,217 |
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01 Introduction\003 Machine Learning Concepts.mp4
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32,463,387 |
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01 Introduction\004 Overview of Artificial Neural Networks.mp4
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01 Introduction\005 Lab TensorFlow Playground.html |
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01 Introduction\006 Summary.html |
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01 Introduction\external-assets-links.txt |
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02 Installing and running TensorFlow.js\007 TensorFlow.js environments.mp4
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16,980,369 |
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02 Installing and running TensorFlow.js\008 Running TensorFlow.js in the browser.mp4
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43,745,971 |
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02 Installing and running TensorFlow.js\009 WebGL optimisations in TensorFlow.js.mp4
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30,844,861 |
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02 Installing and running TensorFlow.js\010 Running TensorFlow.js on Node.js.mp4
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02 Installing and running TensorFlow.js\011 Review.mp4
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8,052,871 |
8B00B3E9 |
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02 Installing and running TensorFlow.js\012 Lab Install and run TensorFlow.js in the browser.html |
3,466 |
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02 Installing and running TensorFlow.js\013 Lab Install and run TensorFlow.js on Node.js.html |
4,495 |
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02 Installing and running TensorFlow.js\014 Summary.html |
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03 TensorFlow.js Core Concepts\015 TensorFlow.js APIs.mp4
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03 TensorFlow.js Core Concepts\016 What is a Tensor.mp4
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03 TensorFlow.js Core Concepts\017 Tensor Math Operations Ops API.mp4
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03 TensorFlow.js Core Concepts\018 Memory Management in TensorFlow.js.mp4
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03 TensorFlow.js Core Concepts\019 Review.mp4
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03 TensorFlow.js Core Concepts\020 Lab Tensor Math and Memory Management.html |
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03 TensorFlow.js Core Concepts\021 Summary.html |
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04 Data Preparation with TensorFlow.js\022 Linear Regression.mp4
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04 Data Preparation with TensorFlow.js\023 Reading data from CSV.mp4
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04 Data Preparation with TensorFlow.js\024 Visualising the data.mp4
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04 Data Preparation with TensorFlow.js\025 Preparing Features and Labels.mp4
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04 Data Preparation with TensorFlow.js\026 Normalisation with TensorFlow.js.mp4
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04 Data Preparation with TensorFlow.js\027 Splitting into Training and Testing data.mp4
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04 Data Preparation with TensorFlow.js\028 Review.mp4
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04 Data Preparation with TensorFlow.js\029 Lab Prepare the Data.html |
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04 Data Preparation with TensorFlow.js\030 Summary.html |
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04 Data Preparation with TensorFlow.js\kc_house_data.csv |
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05 Defining a model\031 Introduction to Layers API.mp4
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05 Defining a model\032 Creating Layers in TensorFlow.js.mp4
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05 Defining a model\033 Inspecting a TensorFlow.js model.mp4
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05 Defining a model\034 Compiling the model.mp4
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05 Defining a model\035 Review.mp4
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05 Defining a model\036 Lab Creating a Model.html |
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05 Defining a model\037 Summary.html |
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05 Defining a model\linear-section-4-checkpoint.html |
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06 Training and Testing in TensorFlow.js\038 Introduction to Training and Testing.mp4
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06 Training and Testing in TensorFlow.js\039 Training with model.fit.mp4
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06 Training and Testing in TensorFlow.js\040 Visualising loss with tfjs-vis.mp4
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06 Training and Testing in TensorFlow.js\041 Testing with model.evaluate.mp4
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06 Training and Testing in TensorFlow.js\042 Training and testing review lab.mp4
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06 Training and Testing in TensorFlow.js\043 Lab TensorFlow.js Training and Testing.html |
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06 Training and Testing in TensorFlow.js\044 Summary.html |
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06 Training and Testing in TensorFlow.js\linear-section-5-checkpoint.html |
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07 TensorFlow.js Prediction\045 Integrating TensorFlow.js with a UI.mp4
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135,430,221 |
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07 TensorFlow.js Prediction\046 Saving and loading a model.mp4
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07 TensorFlow.js Prediction\047 Making Predictions.mp4
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07 TensorFlow.js Prediction\048 Visualising Predictions.mp4
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07 TensorFlow.js Prediction\049 Non-linear Regression.mp4
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07 TensorFlow.js Prediction\050 Prediction review labs.mp4
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9,206,947 |
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07 TensorFlow.js Prediction\051 Lab TensorFlow.js predictions.html |
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07 TensorFlow.js Prediction\052 Lab Beyond Linear Regression.html |
2,525 |
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07 TensorFlow.js Prediction\053 Lab (optional) Training without Layers API.html |
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07 TensorFlow.js Prediction\054 Summary.html |
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07 TensorFlow.js Prediction\linear-section-6-checkpoint.html |
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08 Binary Classification\055 Introduction Binary Classification.mp4
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08 Binary Classification\056 Visualising Classification Data.mp4
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08 Binary Classification\057 Preparing Multiple Features.mp4
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08 Binary Classification\058 Binary Classification Model.mp4
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08 Binary Classification\059 Visualising Classification with Heatmaps.mp4
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08 Binary Classification\060 Binary Classification Predictions.mp4
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08 Binary Classification\061 Binary Classification Review Lab.mp4
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08 Binary Classification\062 Lab TensorFlow.js Binary Classification.html |
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08 Binary Classification\063 Summary.html |
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08 Binary Classification\binary.html |
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08 Binary Classification\kc_waterfronts_fake.csv |
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09 Multi-class Classification\064 Introduction Multi-class Classification.mp4
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09 Multi-class Classification\065 One hot encoding.mp4
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09 Multi-class Classification\066 Multi-class classification model.mp4
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09 Multi-class Classification\067 Visualising Multi-class Predictions.mp4
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09 Multi-class Classification\068 Multi-class prediction.mp4
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09 Multi-class Classification\069 Multi-class Classification Review Lab.mp4
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09 Multi-class Classification\070 Lab TensorFlow.js Multi-class Classification.html |
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09 Multi-class Classification\071 Summary.html |
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09 Multi-class Classification\multi.html |
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10 Conclusion Next Steps\072 Course Review.mp4
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10 Conclusion Next Steps\073 Next steps with TensorFlow.js.mp4
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10 Conclusion Next Steps\074 Resources for going deeper with TensorFlow.js.html |
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01 Introduction |
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02 Installing and running TensorFlow.js |
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05 Defining a model |
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06 Training and Testing in TensorFlow.js |
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07 TensorFlow.js Prediction |
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08 Binary Classification |
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09 Multi-class Classification |
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10 Conclusion Next Steps |
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