Git Product home page Git Product logo

deeplearning.ai-coursera's Introduction

deeplearning.ai-coursera

This repository contains my completed programming assignments and research papers refrenced in the deeplearning.ai specialization by Andrew-Ng on Coursera.

Proof of my certification can be seen here.

Note: The material provided in this repository is only for helping those who may get stuck at any point of time in the course. It is strongly advised that no one should just copy the solutions(voilation of Coursera Honor Code) presented here.

Specialization Contents

course 1 - Neural Networks and Deep Learning
Week1 Introduction to deep learning
Week2 Neural Networks Basics
Week3 Shallow Neural networks
Week4 Deep Neural Networks

course 2 - Improving Deep Neural Networks Hyperparameter tuning, Regularization and Optimization
Week1 Practical aspects of Deep Learning(Initialization-Regularization-Gradient Checking)
Week2 Optimization algorithms
Week3 Hyperparameter tuning, Batch Normalization and Programming Frameworks

course 3 - Structuring Machine Learning Projects
Week1 ML Strategy (1)
Week2 ML Strategy (2)

course 4 - Convolutional Neural Networks
Week1 Foundations of Convolutional Neural Networks
Week2 Deep convolutional models: case studies
Week3 Object detection
Week4 Special applications: Face recognition & Neural style transfer

course 5 - Sequence Models
Week1 Recurrent Neural Networks
Week2 Natural Language Processing & Word Embeddings
Week3 Sequence models & Attention mechanism

deeplearning.ai-coursera's People

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.