-Coursera-Deep-Learning-Specialization

Deep Learning Specialization on Coursera (offered by deeplearning.ai)

Programming assignments from all courses in the Coursera Deep Learning specialization offered by deeplearning.ai.

Instructor: Andrew Ng

Note

This repo is updated each time a Programming assignment is completed.

Courses

Course 1: Neural Networks and Deep Learning

• Week 1 - Introduction to Deep Learning.
• Week 2 - Logistic Regression as a Neural Network.
• Week 3 - Shallow Neural Network.
• Week 4 - Deep Neural Networks.

Course 2 : Improving Deep Neural Networks: 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.

Course 3 : Structuring Machine Learning Projects

• Week 1 - ML Strategy (1).
• Week 2 - ML Strategy (2).

Course 4 : Convolutional Neural Networks

• Week 1 - Foundations of Convolutional Neural Networks.
• Week 2 - Deep Convolutional Models: Case Studies.
• Week 3 - Object Detection.
• Week 4 - Special Applications: Face recognition & Neural Style Transfer.

Course 5 : Sequence Models

• Week 1 : Recurrent Neural Networks.
• Week 2 : Natural Language Processing & Word Embeddings.
• Week 3 : Sequence Models & Attention Mechanism.
• Week 4 : Transformer Network.