[UdemyCourseDownloader] Deep Learning with TensorFlow 2.0 [2019]

Torrent Hash:
C21E69CF7D6E2CBA5FBC345EDA84075B7BDBE25A
Number of Files:
299
Content Size:
1.98GB
Convert On:
2020-08-13
Magnet Link:
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File Name
Size
14. Appendix Linear Algebra Fundamentals/11. Why is Linear Algebra Useful.mp4
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01. Welcome! Course introduction/1. Meet your instructors and why you should study machine learning.mp4
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01. Welcome! Course introduction/2. What does the course cover.vtt
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01. Welcome! Course introduction/3. What does the course cover - Quiz.html
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02. Introduction to neural networks/1. Introduction to neural networks.mp4
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02. Introduction to neural networks/1.1 Course Notes - Section 2.pdf.pdf
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02. Introduction to neural networks/2. Introduction to neural networks - Quiz.html
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02. Introduction to neural networks/3. Training the model.mp4
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02. Introduction to neural networks/5. Types of machine learning.mp4
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02. Introduction to neural networks/5.1 Course Notes - Section 2.pdf.pdf
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02. Introduction to neural networks/7. The linear model.mp4
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02. Introduction to neural networks/7.1 Course Notes - Section 2.pdf.pdf
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02. Introduction to neural networks/8. The linear model - Quiz.html
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02. Introduction to neural networks/9. Need Help with Linear Algebra.html
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02. Introduction to neural networks/10. The linear model. Multiple inputs.mp4
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02. Introduction to neural networks/11. The linear model. Multiple inputs - Quiz.html
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02. Introduction to neural networks/12. The linear model. Multiple inputs and multiple outputs.mp4
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02. Introduction to neural networks/14. Graphical representation.mp4
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02. Introduction to neural networks/16. The objective function.mp4
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02. Introduction to neural networks/16.1 Course Notes - Section 2.pdf.pdf
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02. Introduction to neural networks/17. The objective function - Quiz.html
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02. Introduction to neural networks/18. L2-norm loss.mp4
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02. Introduction to neural networks/19. L2-norm loss - Quiz.html
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02. Introduction to neural networks/20. Cross-entropy loss.mp4
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02. Introduction to neural networks/22. One parameter gradient descent.mp4
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02. Introduction to neural networks/22.2 GD-function-example.xlsx.xlsx
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02. Introduction to neural networks/24. N-parameter gradient descent.mp4
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02. Introduction to neural networks/25. N-parameter gradient descent - Quiz.html
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05. TensorFlow - An introduction/7. Cutomizing your model.mp4
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05. TensorFlow - An introduction/7. Cutomizing your model.vtt
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05. TensorFlow - An introduction/7.1 TensorFlow Minimal Example - Complete Code with Comments.html
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05. TensorFlow - An introduction/7.2 TensorFlow Minimal Example - Complete Code.html
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05. TensorFlow - An introduction/8. Minimal example - Exercises.html
1.35KB
05. TensorFlow - An introduction/8.1 TensorFlow Minimal Example - Exercise 3 - Solution.html
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05. TensorFlow - An introduction/8.2 TensorFlow Minimal Example - Exercise 1 - Solution.html
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05. TensorFlow - An introduction/8.3 TensorFlow Minimal Example - Exercise 2_1 - Solution.html
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05. TensorFlow - An introduction/8.4 TensorFlow Minimal Example - All Exercises.html
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05. TensorFlow - An introduction/8.5 TensorFlow Minimal Example - Exercise 2_2 - Solution.html
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06. Going deeper Introduction to deep neural networks/1. Layers.mp4
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06. Going deeper Introduction to deep neural networks/1. Layers.vtt
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06. Going deeper Introduction to deep neural networks/1.1 Course Notes - Section 6.pdf.pdf
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06. Going deeper Introduction to deep neural networks/2. What is a deep net.mp4
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06. Going deeper Introduction to deep neural networks/2. What is a deep net.vtt
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06. Going deeper Introduction to deep neural networks/2.1 Course Notes - Section 6.pdf.pdf
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06. Going deeper Introduction to deep neural networks/3. Understanding deep nets in depth.mp4
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06. Going deeper Introduction to deep neural networks/3. Understanding deep nets in depth.vtt
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06. Going deeper Introduction to deep neural networks/4. Why do we need non-linearities.mp4
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06. Going deeper Introduction to deep neural networks/4. Why do we need non-linearities.vtt
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06. Going deeper Introduction to deep neural networks/5. Activation functions.mp4
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06. Going deeper Introduction to deep neural networks/5. Activation functions.vtt
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06. Going deeper Introduction to deep neural networks/6. Softmax activation.mp4
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06. Going deeper Introduction to deep neural networks/6. Softmax activation.vtt
3.79KB
06. Going deeper Introduction to deep neural networks/7. Backpropagation.mp4
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06. Going deeper Introduction to deep neural networks/7. Backpropagation.vtt
3.86KB
06. Going deeper Introduction to deep neural networks/8. Backpropagation - visual representation.mp4
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06. Going deeper Introduction to deep neural networks/8. Backpropagation - visual representation.vtt
3.47KB
07. Backpropagation. A peek into the Mathematics of Optimization/1. Backpropagation. A peek into the Mathematics of Optimization.html
539B
07. Backpropagation. A peek into the Mathematics of Optimization/1.1 Backpropagation-a-peek-into-the-Mathematics-of-Optimization.pdf.pdf
182.36KB
08. Overfitting/1. Underfitting and overfitting.mp4
11.06MB
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08. Overfitting/1. Underfitting and overfitting.vtt
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08. Overfitting/2. Underfitting and overfitting - classification.mp4
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08. Overfitting/3. Training and validation.mp4
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08. Overfitting/4. Training, validation, and test.mp4
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08. Overfitting/5. N-fold cross validation.mp4
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08. Overfitting/6. Early stopping.mp4
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09. Initialization/1. Initialization - Introduction.mp4
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09. Initialization/2. Types of simple initializations.mp4
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09. Initialization/3. Xavier initialization.mp4
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10. Gradient descent and learning rates/1. Stochastic gradient descent.mp4
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10. Gradient descent and learning rates/2. Gradient descent pitfalls.mp4
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10. Gradient descent and learning rates/3. Momentum.mp4
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10. Gradient descent and learning rates/4. Learning rate schedules.mp4
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11. Preprocessing/1. Preprocessing introduction.mp4
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11. Preprocessing/3. Standardization.mp4
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12. The MNIST example/6. Preprocess the data - shuffle and batch the data.mp4
45.93MB
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8.13KB
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12. The MNIST example/8. Outline the model.mp4
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12. The MNIST example/10. Learning.mp4
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2.13KB
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12. The MNIST example/13. Testing the model.mp4
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13. Business case/4.3 Audiobooks_data.csv.csv
625.21KB
13. Business case/5. Preprocessing exercise.html
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13. Business case/5.1 TensorFlow Business Case - Preprocessing Exercise Solution.html
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13. Business case/5.3 TensorFlow Business Case - Preprocessing Exercise.html
158B
13. Business case/6. Load the preprocessed data.mp4
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13. Business case/7.1 TensorFlow Business Case - Machine Learning - Part 1.html
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13. Business case/8. Learning and interpreting the result.mp4
34.6MB
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13. Business case/9. Setting an early stopping mechanism.mp4
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191B
13. Business case/11. Testing the model.mp4
12.07MB
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1.79KB
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166B
13. Business case/12. Final exercise.html
445B
13. Business case/12.1 TensorFlow Business Case - Machine Learning Complete Code with Comments.html
166B
14. Appendix Linear Algebra Fundamentals/1. What is a Matrix.mp4
33.59MB
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14. Appendix Linear Algebra Fundamentals/1. What is a Matrix.vtt
3.8KB
14. Appendix Linear Algebra Fundamentals/2. Scalars and Vectors.mp4
33.84MB
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14. Appendix Linear Algebra Fundamentals/2. Scalars and Vectors.vtt
3.3KB
14. Appendix Linear Algebra Fundamentals/3. Linear Algebra and Geometry.mp4
49.79MB
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14. Appendix Linear Algebra Fundamentals/3. Linear Algebra and Geometry.vtt
3.54KB
14. Appendix Linear Algebra Fundamentals/4. Scalars, Vectors and Matrices in Python.mp4
26.67MB
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5.31KB
14. Appendix Linear Algebra Fundamentals/4.1 Scalars, Vectors and Matrices Python Notebook.html
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14. Appendix Linear Algebra Fundamentals/5. Tensors.mp4
22.51MB
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14. Appendix Linear Algebra Fundamentals/5. Tensors.vtt
3.17KB
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14. Appendix Linear Algebra Fundamentals/6. Addition and Subtraction of Matrices.mp4
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14. Appendix Linear Algebra Fundamentals/6. Addition and Subtraction of Matrices.vtt
3.48KB
14. Appendix Linear Algebra Fundamentals/6.1 Addition and Subtraction Python Notebook.html
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14. Appendix Linear Algebra Fundamentals/7. Errors when Adding Matrices.mp4
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14. Appendix Linear Algebra Fundamentals/7. Errors when Adding Matrices.vtt
2.27KB
14. Appendix Linear Algebra Fundamentals/7.1 Errors when Adding Matrices Python Notebook.html
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14. Appendix Linear Algebra Fundamentals/8. Transpose of a Matrix.mp4
38.09MB
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14. Appendix Linear Algebra Fundamentals/8. Transpose of a Matrix.vtt
4.69KB
14. Appendix Linear Algebra Fundamentals/8.1 Transpose of a Matrix Python Notebook.html
167B
14. Appendix Linear Algebra Fundamentals/9. Dot Product of Vectors.mp4
23.99MB
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14. Appendix Linear Algebra Fundamentals/9. Dot Product of Vectors.vtt
3.68KB
14. Appendix Linear Algebra Fundamentals/9.1 Dot Product Python Notebook.html
154B
14. Appendix Linear Algebra Fundamentals/10. Dot Product of Matrices.mp4
49.38MB
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14. Appendix Linear Algebra Fundamentals/10. Dot Product of Matrices.vtt
8.22KB
14. Appendix Linear Algebra Fundamentals/10.1 Dot Product of Matrices Python Notebook.html
171B
Udemy Course downloader.txt
94B
14. Appendix Linear Algebra Fundamentals/11. Why is Linear Algebra Useful.vtt
10.31KB
15. Conclusion/1. See how much you have learned.mp4
13.96MB
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15. Conclusion/1. See how much you have learned.vtt
4.61KB
15. Conclusion/2. What’s further out there in the machine and deep learning world.mp4
6.26MB
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15. Conclusion/2. What’s further out there in the machine and deep learning world.vtt
2.27KB
15. Conclusion/3. An overview of CNNs.mp4
10.93MB
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15. Conclusion/3. An overview of CNNs.vtt
5.67KB
15. Conclusion/4. How DeepMind uses deep learning.html
1.36KB
15. Conclusion/5. An overview of RNNs.mp4
4.86MB
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15. Conclusion/5. An overview of RNNs.vtt
3.25KB
15. Conclusion/6. An overview of non-NN approaches.mp4
7.85MB
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15. Conclusion/6. An overview of non-NN approaches.vtt
4.58KB
16. Bonus lecture/1. Bonus lecture Next steps.html
2.51KB

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