Deep Learning

[2020] Deep Learning / Coursera

Course1 - Neural Networks and Deep Learning

1. W2 Logistic Regression with a Neural Network mindset
2. W3 Planar data classification with one hidden layer
3. W4 Building your Deep Neural Network: Step by Step
4. W5 Deep Neural Network for Image Classification: Application

Course2 - Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

1. W1 L1 Initialization
2. W1 L2 Regularization
3. W1 L3 Gradient Checking - TODO
4. W2 L1 Optimization Methods - Mini-Batch GD
5. W2 L2 Optimization Methods - Momentum, Adam
6. W2 L3 Optimization Methods - Mini-Batch GD vs Momentum vs Adam
7. W3 L1 Tensorflow

Course 4: Convolutional Neural Networks

1. W1 L1 Convolutional Neural Networks
2. W2 L1 Convolution Model Application
3. W3 L1 Keras
4. W3 L2 Residual Networks
5. W3 L3 Yolo
6. W4 L1 Neural Style Transfer