Deep Learning Specialization on Coursera

Master Deep Learning, and Break into AI

Created by deeplearning.py

Introduction

I just accomplished all courses of Deep Learning Specialization! Congratulations to myself.

This my programming assignments for this speciazation. Because I cannot access to the courses which are ended, I foked Kulbear's work for Course 1-3 and add my assignments for course 4 Convolutional Neural Networks and course 5 Sequence Models. To notice, some small changes in code may exist because they are still updating the assignments.

All the rights belongs to [Deep Learning Specialization on Coursera(https://www.coursera.org/specializations/deep-learning).

Index of programming assignments

• Course 1: Neural Networks and Deep Learning

  • Week 2 - PA 1 - Logistic Regression with a Neural Network mindset
  • 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

  • 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. But this course comes with very interesting case study quizzes.

• Course 4: Convolutional Neural Networks

  • Week 1 - PA 1 - Convolutional Model: step by step
  • Week 1 - PA 2 - Convolutional Model: application
  • Week 2 - PA 1 - Keras - Tutorial - Happy House
  • Week 2 - PA 2 - Residual Networks
  • Week 3 - PA 1 - Car detection with YOLOv2
  • Week 4 - PA 1 - Art generation with Neural Style Transfer
  • Week 4 - PA 2 - Face Recognition for the Happy House

• Course 5: Sequence Models

  • Week 1 - PA 1 - Building a Recurrent Neural Network - Step by Step
  • Week 1 - PA 2 - Character level language model - Dinosaurus land
  • Week 1 - PA 3 - Jazz improvisation with LSTM
  • Week 2 - PA 1 - Operations on word vectors - Debiasing
  • Week 2 - PA 2 - Emojify
  • Week 3 - PA 1 - Neural Machine Translation with Attention
  • Week 3 - PA 2 - Trigger word detection