14. Appendix Linear Algebra Fundamentals/11. Why is Linear Algebra Useful.mp4
144.34MB
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
udemycoursedownloader.com.url
132B
01. Welcome! Course introduction/1. Meet your instructors and why you should study machine learning.mp4
105.79MB
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
01. Welcome! Course introduction/1. Meet your instructors and why you should study machine learning.vtt
8.82KB
01. Welcome! Course introduction/2. What does the course cover.mp4
16.36MB
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
01. Welcome! Course introduction/2. What does the course cover.vtt
5.47KB
01. Welcome! Course introduction/3. What does the course cover - Quiz.html
161B
02. Introduction to neural networks/1. Introduction to neural networks.mp4
13.56MB
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
02. Introduction to neural networks/1. Introduction to neural networks.vtt
5.19KB
02. Introduction to neural networks/1.1 Course Notes - Section 2.pdf.pdf
927.67KB
02. Introduction to neural networks/2. Introduction to neural networks - Quiz.html
161B
02. Introduction to neural networks/3. Training the model.mp4
8.82MB
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
02. Introduction to neural networks/3. Training the model.vtt
3.81KB
02. Introduction to neural networks/3.1 Course Notes - Section 2.pdf.pdf
927.67KB
02. Introduction to neural networks/4. Training the model - Quiz.html
161B
02. Introduction to neural networks/5. Types of machine learning.mp4
12.2MB
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
02. Introduction to neural networks/5. Types of machine learning.vtt
4.64KB
02. Introduction to neural networks/5.1 Course Notes - Section 2.pdf.pdf
927.67KB
02. Introduction to neural networks/6. Types of machine learning - Quiz.html
161B
02. Introduction to neural networks/7. The linear model.mp4
9.13MB
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
02. Introduction to neural networks/7. The linear model.vtt
3.47KB
02. Introduction to neural networks/7.1 Course Notes - Section 2.pdf.pdf
927.67KB
02. Introduction to neural networks/8. The linear model - Quiz.html
161B
02. Introduction to neural networks/9. Need Help with Linear Algebra.html
829B
02. Introduction to neural networks/10. The linear model. Multiple inputs.mp4
7.5MB
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
02. Introduction to neural networks/10. The linear model. Multiple inputs.vtt
2.75KB
02. Introduction to neural networks/10.1 Course Notes - Section 2.pdf.pdf
927.67KB
02. Introduction to neural networks/11. The linear model. Multiple inputs - Quiz.html
161B
02. Introduction to neural networks/12. The linear model. Multiple inputs and multiple outputs.mp4
38.29MB
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
02. Introduction to neural networks/12. The linear model. Multiple inputs and multiple outputs.vtt
4.79KB
02. Introduction to neural networks/12.1 Course Notes - Section 2.pdf.pdf
927.67KB
02. Introduction to neural networks/13. The linear model. Multiple inputs and multiple outputs - Quiz.html
161B
02. Introduction to neural networks/14. Graphical representation.mp4
6.35MB
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
02. Introduction to neural networks/14. Graphical representation.vtt
2.34KB
02. Introduction to neural networks/14.1 Course Notes - Section 2.pdf.pdf
927.67KB
02. Introduction to neural networks/15. Graphical representation - Quiz.html
161B
02. Introduction to neural networks/16. The objective function.mp4
5.72MB
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
02. Introduction to neural networks/16. The objective function.vtt
1.82KB
02. Introduction to neural networks/16.1 Course Notes - Section 2.pdf.pdf
927.67KB
02. Introduction to neural networks/17. The objective function - Quiz.html
161B
02. Introduction to neural networks/18. L2-norm loss.mp4
7.26MB
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
02. Introduction to neural networks/18. L2-norm loss.vtt
2.46KB
02. Introduction to neural networks/18.1 Course Notes - Section 2.pdf.pdf
927.67KB
02. Introduction to neural networks/19. L2-norm loss - Quiz.html
161B
02. Introduction to neural networks/20. Cross-entropy loss.mp4
11.36MB
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
02. Introduction to neural networks/20. Cross-entropy loss.vtt
4.62KB
02. Introduction to neural networks/20.1 Course Notes - Section 2.pdf.pdf
927.67KB
02. Introduction to neural networks/21. Cross-entropy loss - Quiz.html
161B
02. Introduction to neural networks/22. One parameter gradient descent.mp4
17.77MB
W3siaWQiOiJleG9jX2JfUExBWSIsImFkc3BvdCI6ImJfUExBWSIsIndlaWdodCI6IjEiLCJmY2FwIjpmYWxzZSwic2NoZWR1bGUiOmZhbHNlLCJtYXhXaWR0aCI6ZmFsc2UsIm1pbldpZHRoIjpmYWxzZSwidGltZXpvbmUiOmZhbHNlLCJleGNsdWRlIjpmYWxzZSwiZG9tYWluIjpmYWxzZSwiY29kZSI6IjwhLS1cclxuPGEgaHJlZj1cImh0dHBzOlwvXC9zeW5kaWNhdGlvbi5keW5zcnZ0YmcuY29tXC9zcGxhc2gucGhwP2lkem9uZT0xOTYxMDkyJnJldHVybl91cmw9aHR0cHM6XC9cL3RlbGxtZS5wd1wvZ29cL2J0c1wiICBjbGFzcz1cImJ0biBidG4td2FybmluZ1wiIHRhcmdldD1cIl9ibGFua1wiPjxzcGFuIGNsYXNzPVwiZ2x5cGhpY29uIGdseXBoaWNvbi1wbGF5XCI+PFwvc3Bhbj4gUGxheSBOb3c8XC9hPlxyXG4tLT4ifV0=
02. Introduction to neural networks/22. One parameter gradient descent.vtt
7.43KB
02. Introduction to neural networks/22.1 Course Notes - Section 2.pdf.pdf
927.67KB
02. Introduction to neural networks/22.2 GD-function-example.xlsx.xlsx
42.33KB
02. Introduction to neural networks/23. One parameter gradient descent - Quiz.html
161B
02. Introduction to neural networks/24. N-parameter gradient descent.mp4
39.45MB
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
02. Introduction to neural networks/24. N-parameter gradient descent.vtt
6.62KB
02. Introduction to neural networks/24.1 Course Notes - Section 2.pdf.pdf
927.67KB
02. Introduction to neural networks/25. N-parameter gradient descent - Quiz.html
161B
03. Setting up the working environment/1. Setting up the environment - An introduction - Do not skip, please!.mp4
7.18MB
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
03. Setting up the working environment/1. Setting up the environment - An introduction - Do not skip, please!.vtt
1.21KB
03. Setting up the working environment/2. Why Python and why Jupyter.mp4
41.02MB
W3siaWQiOiJleG9jX2JfUExBWSIsImFkc3BvdCI6ImJfUExBWSIsIndlaWdodCI6IjEiLCJmY2FwIjpmYWxzZSwic2NoZWR1bGUiOmZhbHNlLCJtYXhXaWR0aCI6ZmFsc2UsIm1pbldpZHRoIjpmYWxzZSwidGltZXpvbmUiOmZhbHNlLCJleGNsdWRlIjpmYWxzZSwiZG9tYWluIjpmYWxzZSwiY29kZSI6IjwhLS1cclxuPGEgaHJlZj1cImh0dHBzOlwvXC9zeW5kaWNhdGlvbi5keW5zcnZ0YmcuY29tXC9zcGxhc2gucGhwP2lkem9uZT0xOTYxMDkyJnJldHVybl91cmw9aHR0cHM6XC9cL3RlbGxtZS5wd1wvZ29cL2J0c1wiICBjbGFzcz1cImJ0biBidG4td2FybmluZ1wiIHRhcmdldD1cIl9ibGFua1wiPjxzcGFuIGNsYXNzPVwiZ2x5cGhpY29uIGdseXBoaWNvbi1wbGF5XCI+PFwvc3Bhbj4gUGxheSBOb3c8XC9hPlxyXG4tLT4ifV0=
03. Setting up the working environment/2. Why Python and why Jupyter.vtt
5.6KB
03. Setting up the working environment/3. Why Python and why Jupyter - Quiz.html
161B
03. Setting up the working environment/4. Installing Anaconda.mp4
34.91MB
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
03. Setting up the working environment/4. Installing Anaconda.vtt
4.01KB
03. Setting up the working environment/5. The Jupyter dashboard - part 1.mp4
9.5MB
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
03. Setting up the working environment/5. The Jupyter dashboard - part 1.vtt
2.76KB
03. Setting up the working environment/6. The Jupyter dashboard - part 2.mp4
21.08MB
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
03. Setting up the working environment/6. The Jupyter dashboard - part 2.vtt
5.98KB
03. Setting up the working environment/7. Jupyter Shortcuts.html
332B
03. Setting up the working environment/7.1 Shortcuts for Jupyter.pdf.pdf
619.17KB
03. Setting up the working environment/8. The Jupyter dashboard - Quiz.html
161B
03. Setting up the working environment/9. Installing TensorFlow 2.mp4
42.94MB
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
03. Setting up the working environment/9. Installing TensorFlow 2.vtt
6.11KB
03. Setting up the working environment/10. Installing packages - exercise.html
227B
03. Setting up the working environment/11. Installing packages - solution.html
339B
04. Minimal example - your first machine learning algorithm/1. Minimal example - part 1.mp4
6.53MB
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
04. Minimal example - your first machine learning algorithm/1. Minimal example - part 1.vtt
3.94KB
04. Minimal example - your first machine learning algorithm/1.1 Minimal example Part 1.html
136B
04. Minimal example - your first machine learning algorithm/2. Minimal example - part 2.mp4
10.71MB
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
04. Minimal example - your first machine learning algorithm/2. Minimal example - part 2.vtt
5.92KB
04. Minimal example - your first machine learning algorithm/2.1 Minimal example - part 2.html
136B
04. Minimal example - your first machine learning algorithm/3. Minimal example - part 3.mp4
9.77MB
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
04. Minimal example - your first machine learning algorithm/3. Minimal example - part 3.vtt
3.86KB
04. Minimal example - your first machine learning algorithm/3.1 Minimal example - part 3.html
136B
04. Minimal example - your first machine learning algorithm/4. Minimal example - part 4.mp4
20.81MB
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
04. Minimal example - your first machine learning algorithm/4. Minimal example - part 4.vtt
9.45KB
04. Minimal example - your first machine learning algorithm/4.1 Minimal example - part 4.html
145B
04. Minimal example - your first machine learning algorithm/5. Minimal example - Exercises.html
1.57KB
04. Minimal example - your first machine learning algorithm/5.1 Minimal_example_All_Exercises.html
143B
04. Minimal example - your first machine learning algorithm/5.2 Minimal_example_Exercise_1_Solution.html
149B
04. Minimal example - your first machine learning algorithm/5.3 Minimal_example_Exercise_5_Solution.html
149B
04. Minimal example - your first machine learning algorithm/5.4 Minimal_example_Exercise_2_Solution.html
149B
04. Minimal example - your first machine learning algorithm/5.5 Minimal_example_Exercise_4_Solution.html
149B
04. Minimal example - your first machine learning algorithm/5.6 Minimal_example_Exercise_6_Solution.html
149B
04. Minimal example - your first machine learning algorithm/5.7 Minimal_example_Exercise_3.d. Solution.html
154B
04. Minimal example - your first machine learning algorithm/5.8 Minimal_example_Exercise_3.b. Solution.html
154B
04. Minimal example - your first machine learning algorithm/5.9 Minimal_example_Exercise_3.a. Solution.html
154B
04. Minimal example - your first machine learning algorithm/5.10 Minimal_example_Exercise_3.c. Solution.html
154B
05. TensorFlow - An introduction/1. TensorFlow outline.mp4
38.32MB
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
05. TensorFlow - An introduction/1. TensorFlow outline.vtt
4.61KB
05. TensorFlow - An introduction/2. TensorFlow 2 intro.mp4
25.07MB
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
05. TensorFlow - An introduction/2. TensorFlow 2 intro.vtt
3.22KB
05. TensorFlow - An introduction/3. A Note on Coding in TensorFlow.mp4
7.13MB
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
05. TensorFlow - An introduction/3. A Note on Coding in TensorFlow.vtt
1.22KB
05. TensorFlow - An introduction/4. Types of file formats in TensorFlow and data handling.mp4
18.5MB
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
05. TensorFlow - An introduction/4. Types of file formats in TensorFlow and data handling.vtt
3.04KB
05. TensorFlow - An introduction/4.1 TensorFlow Minimal Example - Part 1.html
146B
05. TensorFlow - An introduction/5. Model layout - inputs, outputs, targets, weights, biases, optimizer and loss.mp4
38.22MB
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
05. TensorFlow - An introduction/5. Model layout - inputs, outputs, targets, weights, biases, optimizer and loss.vtt
6.87KB
05. TensorFlow - An introduction/5.1 TensorFlow Minimal Example - Part 2.html
146B
05. TensorFlow - An introduction/6. Interpreting the result and extracting the weights and bias.mp4
32.82MB
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
05. TensorFlow - An introduction/6. Interpreting the result and extracting the weights and bias.vtt
5.43KB
05. TensorFlow - An introduction/6.1 TensorFlow Minimal Example - Part 3.html
146B
05. TensorFlow - An introduction/7. Cutomizing your model.mp4
24.66MB
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
05. TensorFlow - An introduction/7. Cutomizing your model.vtt
3.6KB
05. TensorFlow - An introduction/7.1 TensorFlow Minimal Example - Complete Code with Comments.html
163B
05. TensorFlow - An introduction/7.2 TensorFlow Minimal Example - Complete Code.html
149B
05. TensorFlow - An introduction/8. Minimal example - Exercises.html
1.35KB
05. TensorFlow - An introduction/8.1 TensorFlow Minimal Example - Exercise 3 - Solution.html
160B
05. TensorFlow - An introduction/8.2 TensorFlow Minimal Example - Exercise 1 - Solution.html
160B
05. TensorFlow - An introduction/8.3 TensorFlow Minimal Example - Exercise 2_1 - Solution.html
162B
05. TensorFlow - An introduction/8.4 TensorFlow Minimal Example - All Exercises.html
154B
05. TensorFlow - An introduction/8.5 TensorFlow Minimal Example - Exercise 2_2 - Solution.html
162B
06. Going deeper Introduction to deep neural networks/1. Layers.mp4
4.74MB
W3siaWQiOiJleG9jX2JfUExBWSIsImFkc3BvdCI6ImJfUExBWSIsIndlaWdodCI6IjEiLCJmY2FwIjpmYWxzZSwic2NoZWR1bGUiOmZhbHNlLCJtYXhXaWR0aCI6ZmFsc2UsIm1pbldpZHRoIjpmYWxzZSwidGltZXpvbmUiOmZhbHNlLCJleGNsdWRlIjpmYWxzZSwiZG9tYWluIjpmYWxzZSwiY29kZSI6IjwhLS1cclxuPGEgaHJlZj1cImh0dHBzOlwvXC9zeW5kaWNhdGlvbi5keW5zcnZ0YmcuY29tXC9zcGxhc2gucGhwP2lkem9uZT0xOTYxMDkyJnJldHVybl91cmw9aHR0cHM6XC9cL3RlbGxtZS5wd1wvZ29cL2J0c1wiICBjbGFzcz1cImJ0biBidG4td2FybmluZ1wiIHRhcmdldD1cIl9ibGFua1wiPjxzcGFuIGNsYXNzPVwiZ2x5cGhpY29uIGdseXBoaWNvbi1wbGF5XCI+PFwvc3Bhbj4gUGxheSBOb3c8XC9hPlxyXG4tLT4ifV0=
06. Going deeper Introduction to deep neural networks/1. Layers.vtt
2.15KB
06. Going deeper Introduction to deep neural networks/1.1 Course Notes - Section 6.pdf.pdf
936.42KB
06. Going deeper Introduction to deep neural networks/2. What is a deep net.mp4
6.73MB
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
06. Going deeper Introduction to deep neural networks/2. What is a deep net.vtt
2.87KB
06. Going deeper Introduction to deep neural networks/2.1 Course Notes - Section 6.pdf.pdf
936.42KB
06. Going deeper Introduction to deep neural networks/3. Understanding deep nets in depth.mp4
13.41MB
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
06. Going deeper Introduction to deep neural networks/3. Understanding deep nets in depth.vtt
5.82KB
06. Going deeper Introduction to deep neural networks/4. Why do we need non-linearities.mp4
8.96MB
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
06. Going deeper Introduction to deep neural networks/4. Why do we need non-linearities.vtt
3.33KB
06. Going deeper Introduction to deep neural networks/5. Activation functions.mp4
8.74MB
W3siaWQiOiJleG9jX2JfUExBWSIsImFkc3BvdCI6ImJfUExBWSIsIndlaWdodCI6IjEiLCJmY2FwIjpmYWxzZSwic2NoZWR1bGUiOmZhbHNlLCJtYXhXaWR0aCI6ZmFsc2UsIm1pbldpZHRoIjpmYWxzZSwidGltZXpvbmUiOmZhbHNlLCJleGNsdWRlIjpmYWxzZSwiZG9tYWluIjpmYWxzZSwiY29kZSI6IjwhLS1cclxuPGEgaHJlZj1cImh0dHBzOlwvXC9zeW5kaWNhdGlvbi5keW5zcnZ0YmcuY29tXC9zcGxhc2gucGhwP2lkem9uZT0xOTYxMDkyJnJldHVybl91cmw9aHR0cHM6XC9cL3RlbGxtZS5wd1wvZ29cL2J0c1wiICBjbGFzcz1cImJ0biBidG4td2FybmluZ1wiIHRhcmdldD1cIl9ibGFua1wiPjxzcGFuIGNsYXNzPVwiZ2x5cGhpY29uIGdseXBoaWNvbi1wbGF5XCI+PFwvc3Bhbj4gUGxheSBOb3c8XC9hPlxyXG4tLT4ifV0=
06. Going deeper Introduction to deep neural networks/5. Activation functions.vtt
4.53KB
06. Going deeper Introduction to deep neural networks/6. Softmax activation.mp4
7.38MB
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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
11.06MB
W3siaWQiOiJleG9jX2JfUExBWSIsImFkc3BvdCI6ImJfUExBWSIsIndlaWdodCI6IjEiLCJmY2FwIjpmYWxzZSwic2NoZWR1bGUiOmZhbHNlLCJtYXhXaWR0aCI6ZmFsc2UsIm1pbldpZHRoIjpmYWxzZSwidGltZXpvbmUiOmZhbHNlLCJleGNsdWRlIjpmYWxzZSwiZG9tYWluIjpmYWxzZSwiY29kZSI6IjwhLS1cclxuPGEgaHJlZj1cImh0dHBzOlwvXC9zeW5kaWNhdGlvbi5keW5zcnZ0YmcuY29tXC9zcGxhc2gucGhwP2lkem9uZT0xOTYxMDkyJnJldHVybl91cmw9aHR0cHM6XC9cL3RlbGxtZS5wd1wvZ29cL2J0c1wiICBjbGFzcz1cImJ0biBidG4td2FybmluZ1wiIHRhcmdldD1cIl9ibGFua1wiPjxzcGFuIGNsYXNzPVwiZ2x5cGhpY29uIGdseXBoaWNvbi1wbGF5XCI+PFwvc3Bhbj4gUGxheSBOb3c8XC9hPlxyXG4tLT4ifV0=
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
6.85MB
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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
4.96KB
08. Overfitting/2. Underfitting and overfitting - classification.mp4
6.77MB
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
08. Overfitting/2. Underfitting and overfitting - classification.vtt
2.36KB
08. Overfitting/3. Training and validation.mp4
9.23MB
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
08. Overfitting/3. Training and validation.vtt
4.25KB
08. Overfitting/4. Training, validation, and test.mp4
7.45MB
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
08. Overfitting/4. Training, validation, and test.vtt
3.08KB
08. Overfitting/5. N-fold cross validation.mp4
6.99MB
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
08. Overfitting/5. N-fold cross validation.vtt
3.7KB
08. Overfitting/6. Early stopping.mp4
9.44MB
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
08. Overfitting/6. Early stopping.vtt
6.01KB
09. Initialization/1. Initialization - Introduction.mp4
8.03MB
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
09. Initialization/1. Initialization - Introduction.vtt
3.12KB
09. Initialization/2. Types of simple initializations.mp4
5.61MB
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
09. Initialization/2. Types of simple initializations.vtt
3.23KB
09. Initialization/3. Xavier initialization.mp4
5.83MB
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
09. Initialization/3. Xavier initialization.vtt
3.25KB
10. Gradient descent and learning rates/1. Stochastic gradient descent.mp4
9.39MB
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
10. Gradient descent and learning rates/1. Stochastic gradient descent.vtt
4.23KB
10. Gradient descent and learning rates/2. Gradient descent pitfalls.mp4
4.31MB
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
10. Gradient descent and learning rates/2. Gradient descent pitfalls.vtt
2.5KB
10. Gradient descent and learning rates/3. Momentum.mp4
6.11MB
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
10. Gradient descent and learning rates/3. Momentum.vtt
3.1KB
10. Gradient descent and learning rates/4. Learning rate schedules.mp4
10.31MB
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
10. Gradient descent and learning rates/4. Learning rate schedules.vtt
5.25KB
10. Gradient descent and learning rates/5. Learning rate schedules. A picture.mp4
3.14MB
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
10. Gradient descent and learning rates/5. Learning rate schedules. A picture.vtt
1.9KB
10. Gradient descent and learning rates/6. Adaptive learning rate schedules.mp4
8.86MB
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
10. Gradient descent and learning rates/6. Adaptive learning rate schedules.vtt
4.57KB
10. Gradient descent and learning rates/7. Adaptive moment estimation.mp4
7.78MB
W3siaWQiOiJleG9jX2JfUExBWSIsImFkc3BvdCI6ImJfUExBWSIsIndlaWdodCI6IjEiLCJmY2FwIjpmYWxzZSwic2NoZWR1bGUiOmZhbHNlLCJtYXhXaWR0aCI6ZmFsc2UsIm1pbldpZHRoIjpmYWxzZSwidGltZXpvbmUiOmZhbHNlLCJleGNsdWRlIjpmYWxzZSwiZG9tYWluIjpmYWxzZSwiY29kZSI6IjwhLS1cclxuPGEgaHJlZj1cImh0dHBzOlwvXC9zeW5kaWNhdGlvbi5keW5zcnZ0YmcuY29tXC9zcGxhc2gucGhwP2lkem9uZT0xOTYxMDkyJnJldHVybl91cmw9aHR0cHM6XC9cL3RlbGxtZS5wd1wvZ29cL2J0c1wiICBjbGFzcz1cImJ0biBidG4td2FybmluZ1wiIHRhcmdldD1cIl9ibGFua1wiPjxzcGFuIGNsYXNzPVwiZ2x5cGhpY29uIGdseXBoaWNvbi1wbGF5XCI+PFwvc3Bhbj4gUGxheSBOb3c8XC9hPlxyXG4tLT4ifV0=
10. Gradient descent and learning rates/7. Adaptive moment estimation.vtt
2.93KB
11. Preprocessing/1. Preprocessing introduction.mp4
8.42MB
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
11. Preprocessing/1. Preprocessing introduction.vtt
3.38KB
11. Preprocessing/2. Basic preprocessing.mp4
3.65MB
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
11. Preprocessing/2. Basic preprocessing.vtt
1.48KB
11. Preprocessing/3. Standardization.mp4
8.33MB
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
11. Preprocessing/3. Standardization.vtt
5.29KB
11. Preprocessing/4. Dealing with categorical data.mp4
6.08MB
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
11. Preprocessing/4. Dealing with categorical data.vtt
2.44KB
11. Preprocessing/5. One-hot and binary encoding.mp4
6.24MB
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
11. Preprocessing/5. One-hot and binary encoding.vtt
4.15KB
12. The MNIST example/1. The dataset.mp4
15.67MB
W3siaWQiOiJleG9jX2JfUExBWSIsImFkc3BvdCI6ImJfUExBWSIsIndlaWdodCI6IjEiLCJmY2FwIjpmYWxzZSwic2NoZWR1bGUiOmZhbHNlLCJtYXhXaWR0aCI6ZmFsc2UsIm1pbldpZHRoIjpmYWxzZSwidGltZXpvbmUiOmZhbHNlLCJleGNsdWRlIjpmYWxzZSwiZG9tYWluIjpmYWxzZSwiY29kZSI6IjwhLS1cclxuPGEgaHJlZj1cImh0dHBzOlwvXC9zeW5kaWNhdGlvbi5keW5zcnZ0YmcuY29tXC9zcGxhc2gucGhwP2lkem9uZT0xOTYxMDkyJnJldHVybl91cmw9aHR0cHM6XC9cL3RlbGxtZS5wd1wvZ29cL2J0c1wiICBjbGFzcz1cImJ0biBidG4td2FybmluZ1wiIHRhcmdldD1cIl9ibGFua1wiPjxzcGFuIGNsYXNzPVwiZ2x5cGhpY29uIGdseXBoaWNvbi1wbGF5XCI+PFwvc3Bhbj4gUGxheSBOb3c8XC9hPlxyXG4tLT4ifV0=
12. The MNIST example/1. The dataset.vtt
3.13KB
12. The MNIST example/2. How to tackle the MNIST.mp4
20.4MB
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
12. The MNIST example/2. How to tackle the MNIST.vtt
3.11KB
12. The MNIST example/3. Importing the relevant packages and load the data.mp4
17.77MB
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
12. The MNIST example/3. Importing the relevant packages and load the data.vtt
2.68KB
12. The MNIST example/3.1 TensorFlow MNIST - Part 1 with comments.html
150B
12. The MNIST example/4. Preprocess the data - create a validation dataset and scale the data.mp4
31.94MB
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
12. The MNIST example/4. Preprocess the data - create a validation dataset and scale the data.vtt
5.53KB
12. The MNIST example/5. Preprocess the data - scale the test data.html
81B
12. The MNIST example/5.1 TensorFlow MNIST - Part 2 with comments.html
150B
12. The MNIST example/6. Preprocess the data - shuffle and batch the data.mp4
45.93MB
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
12. The MNIST example/6. Preprocess the data - shuffle and batch the data.vtt
8.13KB
12. The MNIST example/7. Preprocess the data - shuffle and batch the data.html
81B
12. The MNIST example/7.1 TensorFlow MNIST - Part 3 with comments.html
150B
12. The MNIST example/8. Outline the model.mp4
31.17MB
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
12. The MNIST example/8. Outline the model.vtt
6.27KB
12. The MNIST example/8.1 TensorFlow MNIST - Part 4 with comments.html
150B
12. The MNIST example/9. Select the loss and the optimizer.mp4
15.26MB
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
12. The MNIST example/9. Select the loss and the optimizer.vtt
2.64KB
12. The MNIST example/9.1 TensorFlow MNIST - Part 5 with comments.html
150B
12. The MNIST example/10. Learning.mp4
44.47MB
W3siaWQiOiJleG9jX2JfUExBWSIsImFkc3BvdCI6ImJfUExBWSIsIndlaWdodCI6IjEiLCJmY2FwIjpmYWxzZSwic2NoZWR1bGUiOmZhbHNlLCJtYXhXaWR0aCI6ZmFsc2UsIm1pbldpZHRoIjpmYWxzZSwidGltZXpvbmUiOmZhbHNlLCJleGNsdWRlIjpmYWxzZSwiZG9tYWluIjpmYWxzZSwiY29kZSI6IjwhLS1cclxuPGEgaHJlZj1cImh0dHBzOlwvXC9zeW5kaWNhdGlvbi5keW5zcnZ0YmcuY29tXC9zcGxhc2gucGhwP2lkem9uZT0xOTYxMDkyJnJldHVybl91cmw9aHR0cHM6XC9cL3RlbGxtZS5wd1wvZ29cL2J0c1wiICBjbGFzcz1cImJ0biBidG4td2FybmluZ1wiIHRhcmdldD1cIl9ibGFua1wiPjxzcGFuIGNsYXNzPVwiZ2x5cGhpY29uIGdseXBoaWNvbi1wbGF5XCI+PFwvc3Bhbj4gUGxheSBOb3c8XC9hPlxyXG4tLT4ifV0=
12. The MNIST example/10. Learning.vtt
6.89KB
12. The MNIST example/10.1 TensorFlow MNIST - Part 6 with comments.html
150B
12. The MNIST example/11. MNIST - exercises.html
1.98KB
12. The MNIST example/11.1 TensorFlow MNIST - All Exercises.html
144B
12. The MNIST example/12. MNIST - solutions.html
2.13KB
12. The MNIST example/12.1 4. TensorFlow MNIST - Exercise 4 Solution.html
172B
12. The MNIST example/12.2 7. TensorFlow MNIST - Exercise 7 Solution.html
162B
12. The MNIST example/12.3 5. TensorFlow MNIST - Exercise 5 Solution.html
172B
12. The MNIST example/12.4 1. TensorFlow MNIST - Exercise 1 Solution.html
150B
12. The MNIST example/12.5 8. TensorFlow MNIST - Exercise 8 Solution.html
165B
12. The MNIST example/12.6 2. TensorFlow MNIST - Exercise 2 Solution.html
150B
12. The MNIST example/12.7 10. TensorFlow MNIST - Exercise 10 Solution.html
157B
12. The MNIST example/12.8 6. TensorFlow MNIST - Exercise 6 Solution.html
162B
12. The MNIST example/12.9 9. TensorFlow MNIST - Exercise 9 Solution.html
165B
12. The MNIST example/12.10 3. TensorFlow MNIST - Exercise 3 Solution.html
160B
12. The MNIST example/13. Testing the model.mp4
32.49MB
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
12. The MNIST example/13. Testing the model.vtt
5.25KB
12. The MNIST example/13.1 TensorFlow MNIST - Complete Code with Comments.html
153B
12. The MNIST example/13.2 TensorFlow MNIST - Complete Code.html
139B
13. Business case/1. Exploring the dataset and identifying predictors.mp4
78.16MB
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
13. Business case/1. Exploring the dataset and identifying predictors.vtt
9.3KB
13. Business case/1.1 Audiobooks_data.csv.csv
625.21KB
13. Business case/2. Outlining the business case solution.mp4
7.95MB
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
13. Business case/2. Outlining the business case solution.vtt
1.74KB
13. Business case/3. Balancing the dataset.mp4
35.19MB
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
13. Business case/3. Balancing the dataset.vtt
3.96KB
13. Business case/4. Preprocessing the data.mp4
92MB
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
13. Business case/4. Preprocessing the data.vtt
10.95KB
13. Business case/4.1 TensorFlow Business Case - Preprocessing with Comments.html
163B
13. Business case/4.2 TensorFlow Business Case - Preprocessing.html
149B
13. Business case/4.3 Audiobooks_data.csv.csv
625.21KB
13. Business case/5. Preprocessing exercise.html
404B
13. Business case/5.1 TensorFlow Business Case - Preprocessing Exercise Solution.html
167B
13. Business case/5.2 Audiobooks_data.csv.csv
625.21KB
13. Business case/5.3 TensorFlow Business Case - Preprocessing Exercise.html
158B
13. Business case/6. Load the preprocessed data.mp4
19.38MB
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
13. Business case/6. Load the preprocessed data.vtt
4.1KB
13. Business case/7. Load the preprocessed data - Exercise.html
79B
13. Business case/7.1 TensorFlow Business Case - Machine Learning - Part 1.html
172B
13. Business case/8. Learning and interpreting the result.mp4
34.6MB
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
13. Business case/8. Learning and interpreting the result.vtt
5.44KB
13. Business case/8.1 TensorFlow Business Case - Machine Learning - Part 2.html
172B
13. Business case/9. Setting an early stopping mechanism.mp4
53.36MB
W3siaWQiOiJleG9jX2JfUExBWSIsImFkc3BvdCI6ImJfUExBWSIsIndlaWdodCI6IjEiLCJmY2FwIjpmYWxzZSwic2NoZWR1bGUiOmZhbHNlLCJtYXhXaWR0aCI6ZmFsc2UsIm1pbldpZHRoIjpmYWxzZSwidGltZXpvbmUiOmZhbHNlLCJleGNsdWRlIjpmYWxzZSwiZG9tYWluIjpmYWxzZSwiY29kZSI6IjwhLS1cclxuPGEgaHJlZj1cImh0dHBzOlwvXC9zeW5kaWNhdGlvbi5keW5zcnZ0YmcuY29tXC9zcGxhc2gucGhwP2lkem9uZT0xOTYxMDkyJnJldHVybl91cmw9aHR0cHM6XC9cL3RlbGxtZS5wd1wvZ29cL2J0c1wiICBjbGFzcz1cImJ0biBidG4td2FybmluZ1wiIHRhcmdldD1cIl9ibGFua1wiPjxzcGFuIGNsYXNzPVwiZ2x5cGhpY29uIGdseXBoaWNvbi1wbGF5XCI+PFwvc3Bhbj4gUGxheSBOb3c8XC9hPlxyXG4tLT4ifV0=
13. Business case/9. Setting an early stopping mechanism.vtt
6.89KB
13. Business case/9.1 TensorFlow Business Case - Machine Learning - Part 3.html
172B
13. Business case/10. Setting an early stopping mechanism - Exercise.html
191B
13. Business case/11. Testing the model.mp4
12.07MB
W3siaWQiOiJleG9jX2JfUExBWSIsImFkc3BvdCI6ImJfUExBWSIsIndlaWdodCI6IjEiLCJmY2FwIjpmYWxzZSwic2NoZWR1bGUiOmZhbHNlLCJtYXhXaWR0aCI6ZmFsc2UsIm1pbldpZHRoIjpmYWxzZSwidGltZXpvbmUiOmZhbHNlLCJleGNsdWRlIjpmYWxzZSwiZG9tYWluIjpmYWxzZSwiY29kZSI6IjwhLS1cclxuPGEgaHJlZj1cImh0dHBzOlwvXC9zeW5kaWNhdGlvbi5keW5zcnZ0YmcuY29tXC9zcGxhc2gucGhwP2lkem9uZT0xOTYxMDkyJnJldHVybl91cmw9aHR0cHM6XC9cL3RlbGxtZS5wd1wvZ29cL2J0c1wiICBjbGFzcz1cImJ0biBidG4td2FybmluZ1wiIHRhcmdldD1cIl9ibGFua1wiPjxzcGFuIGNsYXNzPVwiZ2x5cGhpY29uIGdseXBoaWNvbi1wbGF5XCI+PFwvc3Bhbj4gUGxheSBOb3c8XC9hPlxyXG4tLT4ifV0=
13. Business case/11. Testing the model.vtt
1.79KB
13. Business case/11.1 TensorFlow Business Case - Machine Learning Complete Code with Comments.html
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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
14. Appendix Linear Algebra Fundamentals/4. Scalars, Vectors and Matrices in Python.vtt
5.31KB
14. Appendix Linear Algebra Fundamentals/4.1 Scalars, Vectors and Matrices Python Notebook.html
181B
14. Appendix Linear Algebra Fundamentals/5. Tensors.mp4
22.51MB
W3siaWQiOiJleG9jX2JfUExBWSIsImFkc3BvdCI6ImJfUExBWSIsIndlaWdodCI6IjEiLCJmY2FwIjpmYWxzZSwic2NoZWR1bGUiOmZhbHNlLCJtYXhXaWR0aCI6ZmFsc2UsIm1pbldpZHRoIjpmYWxzZSwidGltZXpvbmUiOmZhbHNlLCJleGNsdWRlIjpmYWxzZSwiZG9tYWluIjpmYWxzZSwiY29kZSI6IjwhLS1cclxuPGEgaHJlZj1cImh0dHBzOlwvXC9zeW5kaWNhdGlvbi5keW5zcnZ0YmcuY29tXC9zcGxhc2gucGhwP2lkem9uZT0xOTYxMDkyJnJldHVybl91cmw9aHR0cHM6XC9cL3RlbGxtZS5wd1wvZ29cL2J0c1wiICBjbGFzcz1cImJ0biBidG4td2FybmluZ1wiIHRhcmdldD1cIl9ibGFua1wiPjxzcGFuIGNsYXNzPVwiZ2x5cGhpY29uIGdseXBoaWNvbi1wbGF5XCI+PFwvc3Bhbj4gUGxheSBOb3c8XC9hPlxyXG4tLT4ifV0=
14. Appendix Linear Algebra Fundamentals/5. Tensors.vtt
3.17KB
14. Appendix Linear Algebra Fundamentals/5.1 Tensors Notebook.html
148B
14. Appendix Linear Algebra Fundamentals/6. Addition and Subtraction of Matrices.mp4
32.61MB
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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
178B
14. Appendix Linear Algebra Fundamentals/7. Errors when Adding Matrices.mp4
11.17MB
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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
220B
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
W3siaWQiOiJleG9jX2JfUExBWSIsImFkc3BvdCI6ImJfUExBWSIsIndlaWdodCI6IjEiLCJmY2FwIjpmYWxzZSwic2NoZWR1bGUiOmZhbHNlLCJtYXhXaWR0aCI6ZmFsc2UsIm1pbldpZHRoIjpmYWxzZSwidGltZXpvbmUiOmZhbHNlLCJleGNsdWRlIjpmYWxzZSwiZG9tYWluIjpmYWxzZSwiY29kZSI6IjwhLS1cclxuPGEgaHJlZj1cImh0dHBzOlwvXC9zeW5kaWNhdGlvbi5keW5zcnZ0YmcuY29tXC9zcGxhc2gucGhwP2lkem9uZT0xOTYxMDkyJnJldHVybl91cmw9aHR0cHM6XC9cL3RlbGxtZS5wd1wvZ29cL2J0c1wiICBjbGFzcz1cImJ0biBidG4td2FybmluZ1wiIHRhcmdldD1cIl9ibGFua1wiPjxzcGFuIGNsYXNzPVwiZ2x5cGhpY29uIGdseXBoaWNvbi1wbGF5XCI+PFwvc3Bhbj4gUGxheSBOb3c8XC9hPlxyXG4tLT4ifV0=
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