Deep Learning Specialization - Programming Assignments

This repository contains the programming assignments for the Deep Learning Specialization by deeplearning.AI, taught by Andrew Ng. The specialization includes five comprehensive courses, each with hands-on assignments designed to help you gain practical experience with deep learning.

Note: The "Structuring Machine Learning Projects" course is not included in this repository as it does not have programming assignments.

Table of Contents

1. Neural Networks and Deep Learning
2. Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
3. Convolutional Neural Networks
4. Sequence Models

1. Neural Networks and Deep Learning

Week 2:

• Logistic Regression with a Neural Network Mindset

Week 3:

• Planar Data Classification with One Hidden Layer

Week 4:

• Building Your Deep Neural Network: Step by Step
• Deep Neural Network - Application

2. Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

Week 1:

• Initialization
• Regularization
• Gradient Checking

Week 2:

• Optimization Methods

Week 3:

• TensorFlow Introduction

3. Convolutional Neural Networks

Week 1:

• Convolutional Model: Step by Step v1
• Convolutional Model: Application

Week 2:

• Residual Networks
• Transfer Learning with MobileNet v1

Week 3:

• Autonomous Driving Application: Car Detection
• Image Segmentation with U-Net v2

Week 4:

• Face Recognition
• Art Generation with Neural Style Transfer

4. Sequence Models

Week 1:

• Building a Recurrent Neural Network: Step by Step
• Dinosaurus Island: Character-level Language Model
• Improvise a Jazz Solo with an LSTM Network v4

Week 2:

• Operations on Word Vectors v2a
• Emoji v3a

Week 3:

• Neural Machine Translation with Attention v4a
• Trigger Word Detection v2a

Week 4:

• Transformer Subclass v1

Ungraded Labs:

• Embedding plus Positional Encoding
• Transformer Application: Named Entity Recognition
• QA Dataset

Acknowledgements

These assignments are part of the Deep Learning Specialization by deeplearning.AI on Coursera, taught by Andrew Ng. All credit for the course content goes to the creators of the specialization.