Deep Learning Specialization by deeplearning.ai (Coursera)

Programming Assignments

• Course 1: Neural Networks and Deep Learning

  • Week 2 - Programming Assignment 1 - Python Basics with Numpy (Optional)
  • Week 2 - Programming Assignment 2 - Logistic Regression with a Neural Network mindset (Optional)
  • Week 3 - Programming Assignment 3 - Planar Data Classification with Onehidden Layer
  • Week 4 - Programming Assignment 1 - Building your Deep Neural Network: Step by Step
  • Week 4 - Programming Assignment 2 - Deep Neural Network for Image Classification: Application

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

  • Week 1 - Programming Assignment 1 - Initialization
  • Week 1 - Programming Assignment 2 - Regularization
  • Week 1 - Programming Assignment 3 - Gradient Checking
  • Week 2 - Programming Assignment 1 - Optimization
  • Week 3 - Programming Assignment 1 - Tensorflow Tutorial

• Course 3: Convolutional Neural Network

  • Week 1 - Programming Assignment 1 - Convolutional Model: step by step
  • Week 1 - Programming Assignment 2 - Convolutional Model: Application [utils.py]
  • Week 2 - Programming Assignment 1 - Residual Network [utils.py]
  • Week 3 - Programming Assignment 1 - Autonomous Driving Application: Car Detection
  • Week 4 - Programming Assignment 2 - Face Recognition [fr_utils.py]
  • Week 4 - Programming Assignment 2 - Art generation with Neural Style Transfer [nst_utils]

• Course 4: Sequence Models

  • Week 1 - Programming Assignment 1 - Building a recurrent neural network
  • Week 1 - Programming Assignment 2 - Dinosaur Island - Character - Level Langauge Modelling
  • Week 1 - Programming Assignment 3 - Jazz improvisation with LSTM
  • Week 2 - Programming Assignment 1 - Operations on word vectors
  • Week 2 - Programming Assignment 2 - Emojify [emo_utils]
  • Week 3 - Programming Assignment 1 - Neural Machine Translation with Attention [nmt_utils]