odh1995/deep-learning-coursera-2

deep-learning-coursera

This repository is about course "CS230 - Deep Learning" based on Coursera and Stanford.edu.com

In this repository, I will update slides and exercises every week.

Syllabus

• Part 1: Neural Network and Deep Learning

  • Week 1 - Introduction

  • Week 2 - Neural Networks Basics

  • Week 3 - Shallow neural networks

  • Week 4 - Deep Neural Networks

• Part 2: Improving Deep Neural Network: Hyperparameter tuning, Regularization and Optimization

  • Week 1 - Practical aspects of Deep Learning

  • Week 2 - Optimization algorithms

  • Week 3 - Hyperparameter tuning, Batch Normalization and Programming Frameworks

• Part 3: Convolutional Neural Network

  • Week 1 - Foundations of Covolutional Neural Network

  • Week 2 - Deep convolutional models case studies

• Part 4: Sequence Models

  • Week 1 - Recurrent Neural Networks

  • Week 2 - Natural Language Processing & Word Embeddings

  • Week 3 - Sequence models & Attention mechanism