anukarsh1 / deep-learning-coursera

Deep Learning Specialization by Andrew Ng on Coursera

deep-learning-coursera

Deep Learning Specialization by Andrew Ng on Coursera

Master Deep Learning , Break Into AI!

Instructor: Andrew Ng

Introduction

This repository contains all my work for this specialization. All the code base and quiz questions are taken from Deep Learning Specialization On Coursera

Programming Assignments

Course 1: Neural Networks and Deep Learning

• Week2 - PA 1 - Logistic Regression and Neural Network Mindset
• Week3 - PA 2 - Planar Data Classification With One Hidden Layer
• Week4 - PA 3 - Building Your Deep Neural Network Step By Step
• Week4 - PA4 - Deep Neural Network For Image Classification

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

• Week 1 - PA 1 - Initialization
• Week 1 - PA 2 - Regularization
• Week 1 - PA3 - Gradient Checking
• Week 2 - PA4 - Optimization Methods
• Week 3 - PA5 - Tensorflow Tutorial

Course 3: Structuring Machine Learning Projects

• There are no programming assignments in this course.

Quiz Solutions

Course 1: Neural Networks and Deep Learning

• Week 1 Quiz - Introduction To Deep Learning
• Week 2 Quiz - Neural Network Basics
• Week 3 Quiz - Shallow Neural Networks
• Week 4 Quiz - Key Concepts On Deep Neural Networks

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

• Week 1 Quiz - Practical Aspects of Deep Learning
• Week 2 Quiz - Optimization Algorithms
• Week 3 Quiz - Hyperparameter Tuning ,Batch Normalization , Programming Frameworks

Course 3:Structuring Machine Learning Projects

• Week 1 Quiz - Bird recognition in the city of Peacetopia (case study).md
• Week 2 Quiz - Autonomous Driving(Case Study).md

A short Note:-

I am currently doing the fourth course of the specialization. I would add the code base and quiz answers for the same as soon as I am finished with it. Please keep in mind that these assignment and quiz solutions are only for your reference. Use these when you get stuck for a long time. The assignments and quizzes are relatively easy if you can grasp the material well. If you copy/paste the assignments , it would be deemed as cheating, and that is a violation of Coursera's Honor Code. You wouldn't want to do that!

All the best and happy learning. :)