DevHack Resources for Students

Table of Contents 📋

Coding Resources - How to learn xyz

FYI

Are you just getting started? Look for the 👶 emoji. It highlights resources for absolute beginners.
Some resources are recommended for everyone, so they have a ⭐ emoji.
Willing to spend some money to improve your skills? 💲 indicates paid content.

1. Coding Resources

1.1 Python

Browse this link for detailed information on Python

Tutorials
- Learn Python | CodeAcademy
- Progate Python Classes 👶
- Video Tutorial for absolute beginners | YouTube 👶
- Intro to Python | Udacity 🆓
- Python For Everybody
- Write Better Python Functions
- Learning Python: From Zero to Hero
- Automate the Boring Stuff with Python - Recommended
- The New Boston Python | Youtube 👶
- Think Python 2e - Green Tea Press
- A Byte of Python
- Project Euler - Great for practicing writing Python codes
- A Whirlwind Tour of Python
- Python Data Science Handbook
- Python Class By Google - Recommended
- Intro to Python for Data Science
- Python 3 for humans that want practical project exposure
- Learn Python the Hard Way
Best GitHub Repositories to follow
- The Algorithms Python

1.2 Machine Learning

Browse this link for detailed information on Machine Learning and Deep Learning

Best Online Courses
- CSE-229 - Stanford University
- AndrewNg | Coursera - Select individual course if it consists of multiple then click on audit below the trial/payment options
- Machine Learning - Nanodegree | Udacity 💲
- Reinforcement Learning - Nanodegree | Udacity 💲
- Move 37 - 🆓
- ML with Python | YouTube
- Data Science Machine Learning Bootcamp - 💲
- Machine Learning Crash Course | Google Developers
- Applied Data Science with Python Specialization | Coursera -Select individual course if it consists of multiple then click on audit below the trial/payment options
- Machine Learning | Kaggle
Best GitHub Repositories to follow
Research Papers
Test ML Models on Datasets
Book for Machine Learning
- Introduction to Statistical Learning - 🆓

1.3 Deep Learning

Browse this link for detailed information on Machine Learning and Deep Learning

Best Online Courses
- Deep Learning Specialization | Coursera - Select individual course if it consists of multiple then click on audit below the trial/payment options
- Deep Learning | Fast.AI
- Deep Learning | Kaggle
Best Online Books
- Neural Networks and Deep Learning
- An MIT Press book
Best GitHub Repositories to follow

1.4 Android Development

Checkout the Full Resources on ANDROID 👶

1.5 Backend Development

Introduction to backend
Backend Roadmap
Django - Python
Flask - Python
- The Flask Mega Tutorial 👶 + Intermediate
Node.JS
- NodeSchool | Workshops Open Source ❤️
- The Complete Node.js Developer Course | Udemy 💲
- Express web framework (Node.js/JavaScript)
- Learn and Understand NodeJS 💲 - Intermediate
- Node JS Tutorial for Beginners | YouTube 👶
- Node.js Documentation ⭐
- Node.js Design Patterns by Mario Casciaro - Book Advanced level
  - [Node.js API Design] (https://www.youtube.com/playlist?list=PLzQWIQOqeUSMzMUEJA0XrOxJbX8WTiCJV)
- Node.js handbook by Flavio Copes - 👶
- Mixu's Node book
- What You Need To Know About Node.js (Email address requested, not required. By Packt)
- Express.js - Production Security Best Practices
PHP
Ruby
- Ruby on Rails Tutorial
- Learn Ruby The Hard Way
- Learn Ruby | Codecademy - Familiarity with Ruby before Rails
- Learn Ruby, Dev Concept and More | Upskills with Upcase - Familiarity with ruby and coding concepts
- SoloLearn: Learn to Code for Free! 👶
- Ruby Tapas - Short, Focused Screencasts covering Intermediate to Advanced Ruby concepts and techniques, design principles, testing practices, refactoring, etc.
- Why's (Poignant) Guide to Ruby
- RailsCasts - Video tutorials on more intermediate Ruby on Rails topics.
- Ruby on Rails Tutorial - Learn Web Development with Rails
MongoDB
Software architecture
- Microservices by Chris Richardson

1.6 Frontend Web Development

Frontend Masters 💲
Frontend Roadmap
Frontend Mentor FREE
General Assembly Dash FREE (General Assembly Dash currently works best in Microsoft Edge as of 10-2018)
HTML5 and CSS3
- HTML and CSS Tutorials | w3schools.com 👶
- Intro to HTML/CSS: Making webpages
- Intro to HTML and CSS | Udacity
- Write quicker HTML5 and CSS 3 | Learn Code Online
- Flexbox Interactive
- freeCodeCamp
- HTML & CSS Catalog | Codecademy
- Interneting is Hard
- HTML MDN Web Docs
- CSS MDN Web Docs
- Codrops CSS Reference
- The Odin Project
- HTML Dog Tutorials
- 30 Seconds of CSS
- CSS Grid
- CSS Flexbox | Wes Bos
- CSS-The Complete Guide (incl. Flexbox, Grid & Sass) (Udemy Paid) Good for beginners
- Advanced CSS and SASS - (Udemy Paid)
- flexbox cheatsheet
- Flexbox Froggy | CSS Learning Game
- Flexbox Zombies
- CSS Reference: A Visual CSS Cheat Sheet Good for beginners
- HTML Reference: A Visual HTML Cheat Sheet Good for beginners
- Learn to Code HTML & CSS: Shay Howe
- BitDegree-Learn HTML
- BitDegree-Learn CSS
Bootstrap4
- Bootstrap4 Course with Projects | Learn Code Online
- BitDegree-BootStrap 4
- [Bootstrap4 Tutorial for beginners] (https://www.quackit.com/bootstrap/bootstrap_4/tutorial/)
- [Bootstrap4 blog top] (https://coursetro.com/posts/code/130/Learn-Bootstrap-4-Final-in-2018-with-our-Free-Crash-Course)
- [Bootstrap4 Documentation] (https://getbootstrap.com/docs/4.1/getting-started/introduction/)
JavaScript
JavaScript Frameworks
- Angular
  - Angular 7 - The Complete Guide by Maximilian Schwarzmüller | Udemy 💲
  - The Complete Angular Course: Beginner to Advanced by Mosh Hamedani | Udemy - 💲
  - Angular Expo - Beautiful showcase of websites, applications and experiments using Angular
  - Made With Angular - Gallery of inspiring websites using Angular/AngularJS
  - Learn Angular 7 in 50 minutes - A free beginner's crash course 👶
  - Build your first Angular app - 33 interactive screencasts to take you from beginner to advanced
- React.js
- React Native
  - React Native - The Practical Guide 💲
- Redux.js
- Vue.js
  - Vue School 🆓 + 💲
  - Scrimba
  - Vue Cookbook
  - Getting started with VueJS 2
  - Vue.js News
  - Vue.js Showcase - Made With Vue.js
- Web Accessibility
Frontend DevTools
- Package Managers
- Bundlers

1.7 Data Structures

Online Platforms
- CodeChef - CodeChef competitive programming site
- CodeSignal - (formerly CodeFights)Fun gaming approach to Coding contests and Interview practices.
- Codeforces - Great site for preparing for programming contests
- GeeksforGeeks - Must do coding questions for product based companies
- Hackerearth - Code Monk to start with programming - programming fundamentals
- Hackerrank - Interview preparation kit
- InterviewBit - Best platform to get prepared for Data Structures based interviews
- LeetCode - Platform to prepare for technical interviews with real interview questions
- Sphere Online Judge - Great head start for learning Data Structures
- UVa Online Judge - The site to submit Competitive Programming 3 data structures problems
- Codewars - Interesting ranking system with beautiful UI for competitive programming and interview prep.
- CodinGame - Competitive programming with game like challenges
- CS50 on HarvardX - One of the best computer science courses available online (:heavy_dollar_sign: for certification)
- Codility - Develop your coding skills with lessons to take part in challenges
- Zen of Programming - A frequently updated blog great for beginners and simplified references.
Tutorials & Practice
- Visual Algo - Understanding DS & Algo through animations.
- E-maxx - Russian version of popular e-maxx, An excellent set of study material for DS & ALgo. English version of e-maxx. (Translation is almost complete)
- All Good Tutorials on Codeforces - All of the best tutorials on Codeforces all at one place.
- DS & Algo + Maths + C++ - Another set of good compilation of resources to study.
- Data Structures and Algorithms - Another set of good compilation of resources to learn and practice. This one is done by Codechef.
- Problem Topics - Topic-wise list of problems.
- Cracking the Coding Interview
- Excercism - Code practice and mentorship.
- Leet Code
Books
- Competitive Programming by Felix Halim and Steven Halim
- The Hitchhiker's Guide to the Programming Contests - Goto book for competitive programming enthusiasts.
- CLRS - Holy Bible for Design and Analysis of algorithms
- Algorithm Design by Kleinberg Tardos - Another goto book for easy to understand algorithm design and analysis
- Coding Interview University - Github - Strongly recommended to learn DS and Computer Science fundamentals
- Algo & DS in different languages - Algorithm and Data Structure in different programming languages
- Clean code - Clean Code: A Handbook of Agile Software Craftsmanship 💲
- Domain Driven Design - Domain-Driven Design: Tackling Complexity in the Heart of Software 1st Edition 💲

1.8 Alexa Tutorials

1.9 C Language

1.10 C++ Language

1.11 Git and Github

1.12 R Language

1.13 Haskell

Happy Learn Haskell Tutorial

1.14 MongoDB

1.15 Prolog

Michael Spivey - An introduction to logic programming through Prolog

1.16 C# Language

1.17 DevDocs

API documentation for most programming languages - Works offline

1.18 Docker

1.19 Microsoft Technologies

1.20 Scala

Books
- The Neophyte's Guide to Scala
- Programmin in Scala A book written by the programming language autor, Martin Odersky among others. The first edition is avalible for free
Online Courses
- Functional Programming Principles in Scala A course taught by the programming language autor, Martin Odersky.

ksanu1998 / resources Goto Github PK

resources's Introduction

DevHack Resources for Students

Table of Contents 📋

FYI

1. Coding Resources

1.1 Python

1.2 Machine Learning

1.3 Deep Learning

1.4 Android Development

1.5 Backend Development

1.6 Frontend Web Development

1.7 Data Structures

1.8 Alexa Tutorials

1.9 C Language

1.10 C++ Language

1.11 Git and Github

1.12 R Language

1.13 Haskell

1.14 MongoDB

1.15 Prolog

1.16 C# Language

1.17 DevDocs

1.18 Docker

1.19 Microsoft Technologies

1.20 Scala

1.21 Programming Notes for Professionals

1.22 MATLAB/Octave

1.22 Full-Stack Web Development

1.23 Go Language

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