nekomiao123 / deeplearning_coursera_code

This is all code about the course——DeepLearning

deeplearning_coursera_code

This is all code about the course——DeepLearning

Programming Assignments

• Course 1: Neural Networks and Deep Learning

  • Week 2 - PA 0 - Python Basics with Numpy
  • Week 2 - PA 1 - Logistic Regression with a Neural Network mindest
  • Week 3 - PA 2 - Planar data classification with one hidden layer
  • Week 4 - PA 3 - Building your Deep Neural Network: Step by Step
  • Week 4 - PA 4 - Deep Neural Network for Image Classification: Application

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

  • Brief Summary
  • Week 1 - PA 1 - Initialization
  • Week 1 - PA 2 - Regularization
  • Week 1 - PA 3 - Gradient Checking
  • Week 2 - PA 4 - Optimization Methods
  • Week 3 - PA 5 - TensorFlow Tutorial

• Course 3: Structuring Machine Learning Projects

  • There is no PA for this course

• Course 4: Convolutional Neural Networks

  • Week 1 - PA 1 - Convolutional Model: step by step
  • Week 1 - PA 2 - Convolutional Model: application
  • Week 2 - PA 3 - Keras - Tutorial - Happy House
  • Week 2 - PA 4 - Residual Networks
  • Week 3 - PA 5 - Car detection with YOLO
  • Week 4 - PA 6 - Art generation with Neural Style Transfer
  • Week 4 - PA 7 - Face Recognition

• Course 5: Sequence Models (will be done later)

  • [Week 1 - PA 1 - Building a Recurrent Neural Network - Step by Step](https://github.com/Kulbear/deep-learning-coursera/blob/master/Sequence Models/Building a Recurrent Neural Network - Step by Step - v2.ipynb)
  • [Week 1 - PA 2 - Character level language model - Dinosaurus land](https://github.com/Kulbear/deep-learning-coursera/blob/master/Sequence Models/Dinosaurus Island -- Character level language model final - v3.ipynb)