Filename | Size |
| Modern Deep Learning in Python/1. Introduction and Outline/1. Outline - what did you learn previously, and what will you learn in this course.mp4 | 14.4 MB |
| Modern Deep Learning in Python/1. Introduction and Outline/1. Outline - what did you learn previously, and what will you learn in this course.vtt | 9.8 KB |
| Modern Deep Learning in Python/1. Introduction and Outline/2. Where does this course fit into your deep learning studies.mp4 | 6 MB |
| Modern Deep Learning in Python/1. Introduction and Outline/2. Where does this course fit into your deep learning studies.vtt | 5 KB |
| Modern Deep Learning in Python/1. Introduction and Outline/Must Read.txt | 540 B |
| Modern Deep Learning in Python/10. Transition to the 2nd Half of the Course/1. Transition to the 2nd Half of the Course.mp4 | 9.4 MB |
| Modern Deep Learning in Python/10. Transition to the 2nd Half of the Course/1. Transition to the 2nd Half of the Course.vtt | 5.8 KB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/1. Facial Expression Recognition Project Introduction.mp4 | 9.8 MB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/1. Facial Expression Recognition Project Introduction.vtt | 5.7 KB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/2. Facial Expression Recognition Problem Description.mp4 | 21.4 MB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/2. Facial Expression Recognition Problem Description.vtt | 14.3 KB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/3. The class imbalance problem.mp4 | 10.1 MB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/3. The class imbalance problem.vtt | 7.2 KB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/4. Utilities walkthrough.mp4 | 13.5 MB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/4. Utilities walkthrough.vtt | 5.2 KB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/5. Class-Based ANN in Theano.mp4 | 44 MB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/5. Class-Based ANN in Theano.vtt | 13.4 KB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/6. Class-Based ANN in TensorFlow.mp4 | 37.4 MB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/6. Class-Based ANN in TensorFlow.vtt | 11.5 KB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/7. Facial Expression Recognition Project Summary.mp4 | 2.9 MB |
| Modern Deep Learning in Python/11. Project Facial Expression Recognition/7. Facial Expression Recognition Project Summary.vtt | 1.5 KB |
| Modern Deep Learning in Python/12. Modern Regularization Techniques/1. Modern Regularization Techniques Section Introduction.mp4 | 4.3 MB |
| Modern Deep Learning in Python/12. Modern Regularization Techniques/1. Modern Regularization Techniques Section Introduction.vtt | 2.7 KB |
| Modern Deep Learning in Python/12. Modern Regularization Techniques/2. Dropout Regularization.mp4 | 22.7 MB |
| Modern Deep Learning in Python/12. Modern Regularization Techniques/2. Dropout Regularization.vtt | 12.7 KB |
| Modern Deep Learning in Python/12. Modern Regularization Techniques/3. Dropout Intuition.mp4 | 6.1 MB |
| Modern Deep Learning in Python/17. Appendix/4. Windows-Focused Environment Setup 2018.mp4 | 186.3 MB |
| Modern Deep Learning in Python/2. Review/1. Review of Basic Concepts.mp4 | 23.4 MB |
| Modern Deep Learning in Python/2. Review/1. Review of Basic Concepts.vtt | 16 KB |
| Modern Deep Learning in Python/2. Review/2. Where to get the MNIST dataset and Establishing a Linear Benchmark.mp4 | 11.1 MB |
| Modern Deep Learning in Python/2. Review/2. Where to get the MNIST dataset and Establishing a Linear Benchmark.vtt | 4.2 KB |
| Modern Deep Learning in Python/3. Gradient Descent Full vs Batch vs Stochastic/1. What are full, batch, and stochastic gradient descent.mp4 | 5.8 MB |
| Modern Deep Learning in Python/3. Gradient Descent Full vs Batch vs Stochastic/1. What are full, batch, and stochastic gradient descent.vtt | 3.5 KB |
| Modern Deep Learning in Python/3. Gradient Descent Full vs Batch vs Stochastic/2. Full vs Batch vs Stochastic Gradient Descent in code.mp4 | 14 MB |
| Modern Deep Learning in Python/3. Gradient Descent Full vs Batch vs Stochastic/2. Full vs Batch vs Stochastic Gradient Descent in code.vtt | 5.8 KB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/1. Using Momentum to Speed Up Training.mp4 | 10.7 MB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/1. Using Momentum to Speed Up Training.vtt | 6.9 KB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/2. Nesterov Momentum.mp4 | 10.6 MB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/2. Nesterov Momentum.vtt | 6.8 KB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/3. Momentum in Code.mp4 | 14.4 MB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/3. Momentum in Code.vtt | 5.5 KB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/4. Variable and adaptive learning rates.mp4 | 18.9 MB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/4. Variable and adaptive learning rates.vtt | 13.2 KB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/5. Constant learning rate vs. RMSProp in Code.mp4 | 11 MB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/5. Constant learning rate vs. RMSProp in Code.vtt | 3.8 KB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/6. Adam Optimization.mp4 | 19.3 MB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/6. Adam Optimization.vtt | 11.9 KB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/7. Adam in Code.mp4 | 13.9 MB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/7. Adam in Code.vtt | 6 KB |
| Modern Deep Learning in Python/4. Momentum and adaptive learning rates/ReadMe.txt | 538 B |
| Modern Deep Learning in Python/5. Choosing Hyperparameters/1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search.mp4 | 5.1 MB |
| Modern Deep Learning in Python/5. Choosing Hyperparameters/1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search.vtt | 4.1 KB |
| Modern Deep Learning in Python/5. Choosing Hyperparameters/2. Sampling Logarithmically.mp4 | 5.2 MB |
| Modern Deep Learning in Python/5. Choosing Hyperparameters/2. Sampling Logarithmically.vtt | 3.4 KB |
| Modern Deep Learning in Python/5. Choosing Hyperparameters/3. Grid Search in Code.mp4 | 13.8 MB |
| Modern Deep Learning in Python/5. Choosing Hyperparameters/3. Grid Search in Code.vtt | 8.2 KB |
| Modern Deep Learning in Python/5. Choosing Hyperparameters/4. Modifying Grid Search.mp4 | 2.2 MB |
| Modern Deep Learning in Python/5. Choosing Hyperparameters/4. Modifying Grid Search.vtt | 1.5 KB |
| Modern Deep Learning in Python/5. Choosing Hyperparameters/5. Random Search in Code.mp4 | 7.9 MB |
| Modern Deep Learning in Python/5. Choosing Hyperparameters/5. Random Search in Code.vtt | 4.3 KB |
| Modern Deep Learning in Python/6. Weight Initialization/1. Weight Initialization Section Introduction.mp4 | 1.5 MB |
| Modern Deep Learning in Python/6. Weight Initialization/1. Weight Initialization Section Introduction.vtt | 1.1 KB |
| Modern Deep Learning in Python/6. Weight Initialization/2. Vanishing and Exploding Gradients.mp4 | 10 MB |
| Modern Deep Learning in Python/6. Weight Initialization/2. Vanishing and Exploding Gradients.vtt | 7 KB |
| Modern Deep Learning in Python/6. Weight Initialization/3. Weight Initialization.mp4 | 13.6 MB |
| Modern Deep Learning in Python/6. Weight Initialization/3. Weight Initialization.vtt | 9.1 KB |
| Modern Deep Learning in Python/6. Weight Initialization/4. Local vs. Global Minima.mp4 | 5.1 MB |
| Modern Deep Learning in Python/6. Weight Initialization/4. Local vs. Global Minima.vtt | 3.1 KB |
| Modern Deep Learning in Python/6. Weight Initialization/5. Weight Initialization Section Summary.mp4 | 2.7 MB |
| Modern Deep Learning in Python/6. Weight Initialization/5. Weight Initialization Section Summary.vtt | 1.9 KB |
| Modern Deep Learning in Python/7. Theano/1. Theano Basics Variables, Functions, Expressions, Optimization.mp4 | 19.3 MB |
| Modern Deep Learning in Python/7. Theano/1. Theano Basics Variables, Functions, Expressions, Optimization.vtt | 7 KB |
| Modern Deep Learning in Python/7. Theano/2. Building a neural network in Theano.mp4 | 21.8 MB |
| Modern Deep Learning in Python/7. Theano/2. Building a neural network in Theano.vtt | 4 KB |
| Modern Deep Learning in Python/7. Theano/3. Is Theano Dead.mp4 | 17.8 MB |
| Modern Deep Learning in Python/7. Theano/3. Is Theano Dead.vtt | 11.3 KB |
| Modern Deep Learning in Python/8. TensorFlow/1. TensorFlow Basics Variables, Functions, Expressions, Optimization.mp4 | 17.1 MB |
| Modern Deep Learning in Python/8. TensorFlow/1. TensorFlow Basics Variables, Functions, Expressions, Optimization.vtt | 5.6 KB |
| Modern Deep Learning in Python/8. TensorFlow/2. Building a neural network in TensorFlow.mp4 | 23.8 MB |
| Modern Deep Learning in Python/8. TensorFlow/2. Building a neural network in TensorFlow.vtt | 5.4 KB |
| Modern Deep Learning in Python/8. TensorFlow/3. What is a Session (And more).mp4 | 23.6 MB |
| Modern Deep Learning in Python/8. TensorFlow/3. What is a Session (And more).vtt | 16 KB |
| Modern Deep Learning in Python/8. TensorFlow/ReadMe.txt | 538 B |
| Modern Deep Learning in Python/9. GPU Speedup, Homework, and Other Misc Topics/1. Setting up a GPU Instance on Amazon Web Services.mp4 | 25.7 MB |
| Modern Deep Learning in Python/9. GPU Speedup, Homework, and Other Misc Topics/1. Setting up a GPU Instance on Amazon Web Services.vtt | 4.2 KB |
| Modern Deep Learning in Python/9. GPU Speedup, Homework, and Other Misc Topics/2. Can Big Data be used to Speed Up Backpropagation.mp4 | 5.2 MB |
| Modern Deep Learning in Python/9. GPU Speedup, Homework, and Other Misc Topics/2. Can Big Data be used to Speed Up Backpropagation.vtt | 3.9 KB |
| Modern Deep Learning in Python/9. GPU Speedup, Homework, and Other Misc Topics/3. Exercises and Concepts Still to be Covered.mp4 | 4.5 MB |
| Modern Deep Learning in Python/9. GPU Speedup, Homework, and Other Misc Topics/3. Exercises and Concepts Still to be Covered.vtt | 2.6 KB |
| Modern Deep Learning in Python/9. GPU Speedup, Homework, and Other Misc Topics/4. How to Improve your Theano and Tensorflow Skills.mp4 | 7.3 MB |
| Modern Deep Learning in Python/9. GPU Speedup, Homework, and Other Misc Topics/4. How to Improve your Theano and Tensorflow Skills.vtt | 5.4 KB |
| Modern Deep Learning in Python/9. GPU Speedup, Homework, and Other Misc Topics/5. Theano vs. TensorFlow.mp4 | 9.1 MB |
| Modern Deep Learning in Python/9. GPU Speedup, Homework, and Other Misc Topics/5. Theano vs. TensorFlow.vtt | 7.5 KB |
| Modern Deep Learning in Python/ReadMe.txt | 538 B |