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
