Deep Learning Specialization on Coursera

Master Deep Learning, and Break into AI

This is my personal projects for the course. Highly recommend anyone wanting to break into AI.

Instructor: Andrew Ng, DeepLearning.ai

Course 1. Neural Networks and Deep Learning

1. Week1 - Introduction to deep learning
2. Week2 - Neural Networks Basics
3. Week3 - Shallow neural networks
4. Week4 - Deep Neural Networks

Course 2. Improving Deep Neural Networks Hyperparameter tuning, Regularization and Optimization

1. Week1 - Practical aspects of Deep Learning
   - Setting up your Machine Learning Application
   - Regularizing your neural network
   - Setting up your optimization problem
2. Week2 - Optimization algorithms
3. Week3 - Hyperparameter tuning, Batch Normalization and Programming Frameworks

Course 4. Convolutional Neural Networks

1. Week1 - Foundations of Convolutional Neural Networks
2. Week2 - Deep convolutional models: case studies
3. Week3 - Object detection - Papers for read: You Only Look Once: Unified, Real-Time Object Detection, YOLO
4. Week4 - Special applications: Face recognition & Neural style transfer

Course 5. Sequence Models

1. Week1 - Recurrent Neural Networks
2. Week2 - Natural Language Processing & Word Embeddings
3. Week3 - Sequence models & Attention mechanism