philtsmith570/deep-learning-coursera

Deep Learning Specialization

Deep Learning Specialization on Coursera

Master Deep Learning, and Break into AI

Instructor: Andrew Ng

Introduction

This repo contains all my work for this specialization. All the code base, quiz questions, screenshot, and images, are taken from, unless specified, Deep Learning Specialization on Coursera.

Programming Assignments

• Course 1: Neural Networks and Deep Learning

  • Week 2 - Project 1 - Logistic Regression with a Neural Network mindset
  • Week 3 - Project 2 - Planar data classification with one hidden layer
  • Week 4 - Project 3 - Building your Deep Neural Network: Step by Step
  • Week 4 - Project 4 - Deep Neural Network for Image Classification: Application

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

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

• Course 3: Structuring Machine Learning Projects

  • There is no Projects for this course. But this course comes with very interesting case study quizzes.
  • Week 1 Quiz - Bird recognition in the city of Peacetopia (case study)
  • Week 2 Quiz - Autonomous driving (case study)

• Course 4: Convolutional Neural Networks

  • Week 1 - Project 1 - Convolutional Model: step by step
  • Week 2 - Project 2 - Keras Tutorial - Happy House
  • Week 2 - Project 3 - Residual Networks
  • Week 3 - Project 4 - Autonomous Car Detection
  • Week 3 - Project 5 - Face Recognition
  • Week 3 - Project 6 - Art Generation

• Course 5: Sequence Models

  • Week 1 - Project 1 - Building a Recurrent Neural Network - Step by Step
  • Week 1 - Project 2 - Character level language model - Dinosaurus Island
  • Week 1 - Project 3 - Jazz Improvisation Solo with LSTM
  • Week 2 - Project 4 - Operations on Word Vectors
  • Week 2 - Project 5 - Emojify
  • Week 3 - Project 6 - Neural Machine Translation with Attention
  • Week 3 - Project 7 - Trigger word detection

Milestones

• 8/12/18: Finished the Specialization!!!
• Course Certificate