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Deep Learning - Introduction to Neural Networks/21.1 GD-function-example.xlsx.xlsx 43.2 kB35. Deep Learning - Introduction to Neural Networks/21. Optimization Algorithm 1-Parameter Gradient Descent.mp4 58.3 MB35. Deep Learning - Introduction to Neural Networks/21. Optimization Algorithm 1-Parameter Gradient Descent.srt 8.7 kB35. Deep Learning - Introduction to Neural Networks/21. Optimization Algorithm 1-Parameter Gradient Descent.vtt 7.6 kB35. Deep Learning - Introduction to Neural Networks/22. Optimization Algorithm 1-Parameter Gradient Descent.html 161 Bytes35. Deep Learning - Introduction to Neural Networks/23. Optimization Algorithm n-Parameter Gradient Descent.mp4 41.3 MB35. Deep Learning - Introduction to Neural Networks/23. Optimization Algorithm n-Parameter Gradient Descent.srt 7.7 kB35. Deep Learning - Introduction to Neural Networks/23. Optimization Algorithm n-Parameter Gradient Descent.vtt 6.8 kB35. Deep Learning - Introduction to Neural Networks/24. 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Deep Learning - Introduction to Neural Networks/7. The Linear Model (Linear Algebraic Version).mp4 29.8 MB35. Deep Learning - Introduction to Neural Networks/7. The Linear Model (Linear Algebraic Version).srt 4.0 kB35. Deep Learning - Introduction to Neural Networks/7. The Linear Model (Linear Algebraic Version).vtt 3.5 kB35. Deep Learning - Introduction to Neural Networks/8. The Linear Model.html 161 Bytes35. Deep Learning - Introduction to Neural Networks/9. The Linear Model with Multiple Inputs.mp4 26.3 MB35. Deep Learning - Introduction to Neural Networks/9. The Linear Model with Multiple Inputs.srt 3.2 kB35. Deep Learning - Introduction to Neural Networks/9. The Linear Model with Multiple Inputs.vtt 2.8 kB36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/1.1 Shortcuts-for-Jupyter.pdf.pdf 634.0 kB36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/1.2 Bais NN Example Part 1.html 136 Bytes36. 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Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.2 Basic NN Example (All Exercises).html 143 Bytes36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.3 Basic NN Example Exercise 4 Solution.html 149 Bytes36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.4 Basic NN Example Exercise 1 Solution.html 149 Bytes36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.5 Basic NN Example Exercise 2 Solution.html 149 Bytes36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.6 Basic NN Example Exercise 3d Solution.html 154 Bytes36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.7 Basic NN Example Exercise 3b Solution.html 154 Bytes36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.8 Basic NN Example Exercise 3c Solution.html 154 Bytes36. 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Deep Learning - Overfitting/6. Early Stopping or When to Stop Training.vtt 6.2 kB3. The Field of Data Science - Connecting the Data Science Disciplines/1. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.mp4 133.0 MB3. The Field of Data Science - Connecting the Data Science Disciplines/1. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.srt 9.2 kB3. The Field of Data Science - Connecting the Data Science Disciplines/1. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.vtt 8.1 kB3. The Field of Data Science - Connecting the Data Science Disciplines/2. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.html 161 Bytes40. Deep Learning - Initialization/1. What is Initialization.mp4 22.8 MB40. Deep Learning - Initialization/1. What is Initialization.srt 3.6 kB40. Deep Learning - Initialization/1. What is Initialization.vtt 3.2 kB40. Deep Learning - Initialization/2. Types of Simple Initializations.mp4 15.0 MB40. Deep Learning - Initialization/2. Types of Simple Initializations.srt 3.8 kB40. Deep Learning - Initialization/2. Types of Simple Initializations.vtt 3.3 kB40. Deep Learning - Initialization/3. State-of-the-Art Method - (Xavier) Glorot Initialization.mp4 18.0 MB40. Deep Learning - Initialization/3. State-of-the-Art Method - (Xavier) Glorot Initialization.srt 3.8 kB40. Deep Learning - Initialization/3. State-of-the-Art Method - (Xavier) Glorot Initialization.vtt 3.3 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/1. Stochastic Gradient Descent.mp4 30.1 MB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/1. Stochastic Gradient Descent.srt 4.9 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/1. Stochastic Gradient Descent.vtt 4.3 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/2. Problems with Gradient Descent.mp4 11.6 MB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/2. Problems with Gradient Descent.srt 2.9 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/2. Problems with Gradient Descent.vtt 2.6 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/3. Momentum.mp4 17.2 MB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/3. Momentum.srt 3.5 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/3. Momentum.vtt 3.1 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/4. Learning Rate Schedules, or How to Choose the Optimal Learning Rate.mp4 30.5 MB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/4. Learning Rate Schedules, or How to Choose the Optimal Learning Rate.srt 6.1 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/4. Learning Rate Schedules, or How to Choose the Optimal Learning Rate.vtt 5.3 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/5. Learning Rate Schedules Visualized.mp4 9.5 MB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/5. Learning Rate Schedules Visualized.srt 2.2 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/5. Learning Rate Schedules Visualized.vtt 1.9 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/6. Adaptive Learning Rate Schedules ( AdaGrad and RMSprop ).mp4 27.6 MB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/6. Adaptive Learning Rate Schedules ( AdaGrad and RMSprop ).srt 5.3 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/6. Adaptive Learning Rate Schedules ( AdaGrad and RMSprop ).vtt 4.7 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/7. Adam (Adaptive Moment Estimation).mp4 23.4 MB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/7. Adam (Adaptive Moment Estimation).srt 3.4 kB41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/7. Adam (Adaptive Moment Estimation).vtt 3.0 kB42. Deep Learning - Preprocessing/1. Preprocessing Introduction.mp4 29.1 MB42. Deep Learning - Preprocessing/1. Preprocessing Introduction.srt 4.0 kB42. Deep Learning - Preprocessing/1. Preprocessing Introduction.vtt 3.5 kB42. Deep Learning - Preprocessing/2. Types of Basic Preprocessing.mp4 12.4 MB42. Deep Learning - Preprocessing/2. Types of Basic Preprocessing.srt 1.7 kB42. Deep Learning - Preprocessing/2. Types of Basic Preprocessing.vtt 1.5 kB42. Deep Learning - Preprocessing/3. Standardization.mp4 53.5 MB42. Deep Learning - Preprocessing/3. Standardization.srt 6.1 kB42. Deep Learning - Preprocessing/3. Standardization.vtt 5.4 kB42. Deep Learning - Preprocessing/4. Preprocessing Categorical Data.mp4 19.5 MB42. Deep Learning - Preprocessing/4. Preprocessing Categorical Data.srt 2.8 kB42. Deep Learning - Preprocessing/4. Preprocessing Categorical Data.vtt 2.5 kB42. Deep Learning - Preprocessing/5. Binary and One-Hot Encoding.mp4 30.4 MB42. Deep Learning - Preprocessing/5. Binary and One-Hot Encoding.srt 4.9 kB42. Deep Learning - Preprocessing/5. Binary and One-Hot Encoding.vtt 4.3 kB43. Deep Learning - Classifying on the MNIST Dataset/10.1 TensorFlow MNIST All Exercises.html 144 Bytes43. Deep Learning - Classifying on the MNIST Dataset/10. MNIST Exercises.html 2.2 kB43. Deep Learning - Classifying on the MNIST Dataset/11.10 TensorFlow MNIST '5. Activation Functions (Part 2)' Solution.html 172 Bytes43. Deep Learning - Classifying on the MNIST Dataset/11.11 TensorFlow MNIST 'Around 98% Accuracy' Solution.html 157 Bytes43. Deep Learning - Classifying on the MNIST Dataset/11.1 TensorFlow MNIST 'Time' Solution.html 162 Bytes43. 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Deep Learning - Classifying on the MNIST Dataset/11. MNIST Solutions.html 2.2 kB43. Deep Learning - Classifying on the MNIST Dataset/1. MNIST What is the MNIST Dataset.mp4 18.7 MB43. Deep Learning - Classifying on the MNIST Dataset/1. MNIST What is the MNIST Dataset.srt 3.6 kB43. Deep Learning - Classifying on the MNIST Dataset/1. MNIST What is the MNIST Dataset.vtt 3.1 kB43. Deep Learning - Classifying on the MNIST Dataset/2. MNIST How to Tackle the MNIST.mp4 23.7 MB43. Deep Learning - Classifying on the MNIST Dataset/2. MNIST How to Tackle the MNIST.srt 3.7 kB43. Deep Learning - Classifying on the MNIST Dataset/2. MNIST How to Tackle the MNIST.vtt 3.2 kB43. Deep Learning - Classifying on the MNIST Dataset/3.1 TensorFlow MNIST Part 1 with Comments.html 159 Bytes43. Deep Learning - Classifying on the MNIST Dataset/3. MNIST Relevant Packages.mp4 19.8 MB43. Deep Learning - Classifying on the MNIST Dataset/3. MNIST Relevant Packages.srt 2.2 kB43. Deep Learning - Classifying on the MNIST Dataset/3. MNIST Relevant Packages.vtt 1.9 kB43. Deep Learning - Classifying on the MNIST Dataset/4.1 TensorFlow MNIST Part 2 with Comments.html 159 Bytes43. Deep Learning - Classifying on the MNIST Dataset/4. MNIST Model Outline.mp4 59.1 MB43. Deep Learning - Classifying on the MNIST Dataset/4. MNIST Model Outline.srt 9.3 kB43. Deep Learning - Classifying on the MNIST Dataset/4. MNIST Model Outline.vtt 8.1 kB43. Deep Learning - Classifying on the MNIST Dataset/5.1 TensorFlow MNIST Part 3 with Comments.html 159 Bytes43. Deep Learning - Classifying on the MNIST Dataset/5. MNIST Loss and Optimization Algorithm.mp4 27.1 MB43. Deep Learning - Classifying on the MNIST Dataset/5. MNIST Loss and Optimization Algorithm.srt 3.6 kB43. Deep Learning - Classifying on the MNIST Dataset/5. MNIST Loss and Optimization Algorithm.vtt 3.2 kB43. Deep Learning - Classifying on the MNIST Dataset/6.1 TensorFlow MNIST Part 4 with Comments.html 159 Bytes43. Deep Learning - Classifying on the MNIST Dataset/6. Calculating the Accuracy of the Model.mp4 46.0 MB43. Deep Learning - Classifying on the MNIST Dataset/6. Calculating the Accuracy of the Model.srt 5.3 kB43. Deep Learning - Classifying on the MNIST Dataset/6. Calculating the Accuracy of the Model.vtt 4.6 kB43. Deep Learning - Classifying on the MNIST Dataset/7.1 TensorFlow MNIST Part 5 with Comments.html 159 Bytes43. Deep Learning - Classifying on the MNIST Dataset/7. MNIST Batching and Early Stopping.mp4 13.5 MB43. Deep Learning - Classifying on the MNIST Dataset/7. MNIST Batching and Early Stopping.srt 3.0 kB43. Deep Learning - Classifying on the MNIST Dataset/7. MNIST Batching and Early Stopping.vtt 2.6 kB43. Deep Learning - Classifying on the MNIST Dataset/8.1 TensorFlow MNIST Part 6 with Comments.html 159 Bytes43. Deep Learning - Classifying on the MNIST Dataset/8. MNIST Learning.mp4 49.0 MB43. Deep Learning - Classifying on the MNIST Dataset/8. MNIST Learning.srt 10.4 kB43. 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