Deep Learning Coursera Specialization offered by deeplearning.ai

This repo contains solutions for all programming assignments in deeplearning.ai's Coursera Deep Learning Specialization (optional assignments included)

Courses in this Specialization

1. Neural Networks and Deep Learning
2. Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
3. Structuring Machine Learning Projects
4. Convolutional Neural Networks
5. Sequence Models

Index of all Solutions

• Neural Networks and Deep Learning

  • Week 2 (Neural Networks Basics)
  • Week 3 (Shallow Neural Networks)
  • Week 4 (Deep Neural Networks)

• 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)

• 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 and Neural Style Transfer)

• Sequence Models

  • Week 1 (Recurrent Neural Networks)
  • Week 2 (Natural Language Processing and Word Embeddings)
  • Week 3 (Sequence Models and Attention Mechanism)