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Modern Deep Learning in Python
Introduction and Outline
Introduction and Outline (9:20)
Special Offer! Get the VIP version of this course (1:14)
Where to get the Code (5:01)
How to Succeed in this Course (5:51)
Review
Review (pt 1): Neuron Predictions (14:02)
Review (pt 2): Neuron Learning (9:17)
Review (pt 3): Artificial Neural Networks (12:10)
Review Exercise Prompt (5:39)
Review Code (pt 1) (5:51)
Review Code (pt 2) (12:40)
Review Summary (1:13)
Stochastic Gradient Descent and Mini-Batch Gradient Descent
Stochastic Gradient Descent and Mini-Batch Gradient Descent (Theory) (16:15)
SGD Exercise Prompt (3:34)
Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 1) (11:08)
Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 2) (12:10)
Momentum and adaptive learning rates
Momentum (1:56)
Code for training a neural network using momentum (6:41)
Variable and adaptive learning rates (3:13)
Constant learning rate vs. RMSProp in Code (4:05)
Choosing Hyperparameters
Hyperparameter Optimization: Cross-validation, Grid Search, and Random Search (3:19)
Grid Search in Code (7:11)
Random Search in Code (3:45)
Theano
Theano Basics: Variables, Functions, Expressions, Optimization (7:47)
Building a neural network in Theano (9:17)
TensorFlow
TensorFlow Basics: Variables, Functions, Expressions, Optimization (7:27)
Building a neural network in TensorFlow (9:43)
Modern Regularization Techniques
Dropout Regularization (11:38)
Dropout Intuition (4:01)
GPU Speedup, Homework, and Other Misc Topics
Setting up a GPU Instance on Amazon Web Services (7:06)
Exercises and Concepts Still to be Covered (2:13)
Theano vs. TensorFlow (5:52)
Project: Facial Expression Recognition
Facial Expression Recognition Problem Description (12:21)
The class imbalance problem (6:01)
Utilities walkthrough (5:45)
Class-Based ANN in Theano (19:09)
Class-Based ANN in TensorFlow (15:28)
Appendix
What order should I take your courses in? (pt 1) (11:18)
What order should I take your courses in? (pt 2) (16:07)
How to Code by Yourself (part 1) (15:54)
How to Code by Yourself (part 2) (9:23)
How to Succeed in this Course (Long Version) (10:24)
BONUS: Where to get discount coupons and FREE deep learning material (5:31)
Review (pt 2): Neuron Learning
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