marcusos/deeplearning-ai-coursera

My Material for the Deep Learning Specialization by Andrew Ng on Coursera.

Deep Learning Specialization on Coursera

Master Deep Learning, and Break into AI

Instructor: Andrew Ng

Introduction

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

About Me

In am skilled in programming and statistical modeling. I am passionate about building big data architeatures, applying machine learning models, programming data products and creating visualizations to solve business problems. And now I am in the path for learning Deep Learning and AI. In This reposirotry I share my solutions which are only for reference purpose. And its not allowed to copy any part of the code or to copy the quiz solutions.

Currently, this repo has 2 major parts you may be interested in and I will give a list here.

Programming Assignments

• Course 1: Neural Networks and Deep Learning (Completed)

  • 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 (Doing)

  • 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 (I have not started yet)

  • 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 - Step by Step
  • Week 1 - PA 2 - Application
  • Week 2 - PA 3 - Keras Tutorial
  • Week 2 - PA 4 - ResNets
  • Week 3 - PA 5 - Car detection with YOLOv2

• Course 5: Sequence Models (I have not started yet)

Milestones

• 2017-10-04: Started the specialization, YAY! 😈