dipakkr/awesome-ai-engineering

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If you found this repository helpful in discovering new opportunities, don’t keep it to yourself — share it with your friends or batchmates so they can benefit too!

You can also connect with me on LinkedIn — always happy to network and exchange ideas. 🚀

Are you a college student or a working professional looking for resources to learn a new coding language? Are you looking to meet new people in your community or searching for global conferences, hackathons and competitions to attend? If so, you should definitely check this out.

When I was in college, I missed a lot of opportunities like hackathons, conferences, internships, workshops and many global events due to lack of awareness. I don't want the emerging developers to suffer the same as me. Hence, I and a bunch of other developers around have collected a list of resources for students. If you are in college, a college graduate, or just starting out as a developer, you should definitely check it out!

Image credits: Google

AI Tools and Resources

🚀 Quick Start Guide

Complete Beginner? → Beginner-Friendly Resources
Want to Learn Trending Tech? → Web3 & Blockchain | AI & ML | Cybersecurity
Building Web Apps? → Modern Frontend | Backend Development
Mobile Development? → Mobile Development
Career Focused? → Student Programs | Interview Prep
Want to Compete? → Hackathons | Open Source

📋 Table of Contents

FYI

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

AI Tools and Resources

A curated list of AI tools and platforms to enhance your productivity

AI Tool Directories and Resources
- ToolJunction - Comprehensive directory of AI tools
- Awesome AI Tools - Curated collection of AI tools and resources
Popular AI Tools
- ChatGPT - Advanced AI chatbot for conversations and tasks
- Midjourney - AI art generation platform
- RunwayML - Creative tools for AI-powered content creation
- InVideo - AI-powered video creation platform
- ToolBaz - Collection of AI-powered productivity tools
Best GitHub Repositories for AI Tools

Programming Languages & Frameworks

Beginner-Friendly Resources :baby:

Perfect for absolute beginners! These resources assume no prior programming knowledge.

Progate - Interactive coding lessons for multiple languages
Codecademy - Hands-on coding practice
freeCodeCamp - Free coding curriculum
Scratch - Visual programming for kids and beginners
Khan Academy Computing - Computer science fundamentals

Python

Browse this link for detailed information on Python

Tutorials
Best GitHub Repositories to follow
- The Algorithms Python

AI & Machine Learning

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 :heavy_dollar_sign:
- Reinforcement Learning - Nanodegree | Udacity :heavy_dollar_sign:
- ML with Python | YouTube
- Data Science Machine Learning Bootcamp - :heavy_dollar_sign:
- 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
- Machine Learning Interview Questions
- Machine Learning Tutorial | Scaler Topics
- Machine Learning Roadmap | Scaler Blogs
Best GitHub Repositories to follow
Research Papers
Test ML Models on Datasets
Book for Machine Learning
- Introduction to Statistical Learning - :free:

Large Language Models (LLMs)

Deep Learning

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

Best Online Courses
- Deep Learning Specialization | Coursera – Andrew Ng's flagship series; free to audit
- Practical Deep Learning for Coders | Fast.AI
- Deep Learning with PyTorch | Coursera (by IBM)
- TensorFlow Developer Professional Certificate | Coursera
- Deep Learning A-Z | Udemy – :heavy_dollar_sign:
Best Online Books
Best GitHub Repositories to follow
Certifications & Toolkits

Web3 & Blockchain Development

The future of decentralized applications and smart contracts

Blockchain Platforms

Ethereum - Smart contracts and dApps platform
Solana - High-performance blockchain for DeFi
Polygon - Ethereum scaling solution
Avalanche - Fast blockchain platform
Binance Smart Chain - BSC ecosystem
Cardano - Research-driven blockchain platform

Learning Resources

CryptoZombies - Learn Solidity by building games :baby:
Buildspace - Web3 project-based learning
Alchemy University - Free Web3 education
OpenZeppelin - Smart contract security
Web3 University - Comprehensive Web3 courses
ConsenSys Academy - Blockchain education

Development Tools & Frameworks

Hardhat - Ethereum development environment
Truffle - Blockchain development framework
Web3.js - Ethereum JavaScript library
Ethers.js - Modern Ethereum library
MetaMask - Ethereum wallet and gateway
Remix IDE - Online Solidity IDE
Foundry - Fast Ethereum toolkit

Best GitHub Repositories

Cybersecurity & Ethical Hacking

Protect systems and learn ethical hacking techniques

Learning Platforms

TryHackMe - Interactive cybersecurity learning :baby:
HackTheBox - Penetration testing labs
Cybrary - Free cybersecurity courses
SANS - Professional security training
SecurityTube - Security video training
PentesterLab - Web application security

Certifications

CompTIA Security+ - Entry-level security certification
CEH (Certified Ethical Hacker) - Ethical hacking certification
CISSP - Advanced security certification
OSCP - Penetration testing certification
CISM - Information security management

Practice Platforms

OverTheWire - Wargames for security practice
PicoCTF - Cybersecurity competition
VulnHub - Vulnerable machines for practice
HackThisSite - Legal hacking challenges
Root-Me - Security challenges platform

Tools & Resources

Kali Linux - Penetration testing distribution
Burp Suite - Web application security testing
Nmap - Network discovery and security auditing
Wireshark - Network protocol analyzer
Metasploit - Penetration testing framework

Cloud Computing & DevOps

Modern infrastructure and deployment practices

Cloud Platforms

AWS - Amazon Web Services
Google Cloud - Google Cloud Platform
Microsoft Azure - Microsoft's cloud platform
DigitalOcean - Developer-friendly cloud
Linode - Cloud computing platform
Vultr - High-performance cloud servers

DevOps Tools

Docker - Containerization platform
Kubernetes - Container orchestration
Jenkins - CI/CD automation
GitLab CI/CD - Integrated DevOps platform
Terraform - Infrastructure as code
Ansible - Configuration management
Prometheus - Monitoring and alerting

Learning Resources

AWS Training - Official AWS courses
Google Cloud Training - GCP learning paths
Azure Learn - Microsoft learning platform
Docker Academy - Docker education
Kubernetes Academy - K8s learning platform

Certifications

Modern Frontend Technologies

Cutting-edge frontend frameworks and tools

Frameworks & Libraries

Next.js - React framework for production
Svelte - Compile-time optimized framework
Astro - Modern static site generator
SolidJS - Reactive UI library
Qwik - Resumable web framework
Remix - Full-stack web framework

Styling & UI

Tailwind CSS - Utility-first CSS framework
Chakra UI - Modular React component library
Framer Motion - Animation library
Headless UI - Unstyled UI components
Mantine - React components library
Radix UI - Low-level UI primitives

Build Tools & Performance

Vite - Next generation frontend tooling
Turbopack - Rust-based bundler
Parcel - Zero-configuration bundler
Webpack - Module bundler
Rollup - ES module bundler
esbuild - Extremely fast bundler

State Management

Zustand - Lightweight state management
Jotai - Primitive and flexible state management
Valtio - Proxy-based state management
Redux Toolkit - Modern Redux development
Recoil - State management for React

Mobile Development

Android Development

Checkout the Full Resources on ANDROID :baby:

Web Development

Frontend Development

Scrimba
Frontend Roadmap
FreeCodeCamp Web Dev Course - Learn HTML, CSS, JavaScript from scratch.
Frontend Masters :heavy_dollar_sign:
Frontend Mentor FREE

HTML5 and CSS3

MDN Web Docs - HTML - Comprehensive HTML learning
MDN Web Docs - CSS - Comprehensive CSS learning
CSS Reference - Visual guide to CSS
HTML Reference - Visual guide to HTML
CSS Grid - Learn CSS Grid with Wes Bos
CSS Flexbox - Learn Flexbox with Wes Bos
Flexbox Froggy - Interactive Flexbox learning game
Grid Garden - Interactive Grid learning game
CSS Basic Cheatsheet

Courses & Tutorials

Interneting is Hard - Friendly web development tutorials
Learn to Code HTML & CSS - Shay Howe's beginner guide
CSS - The Complete Guide :heavy_dollar_sign:
Advanced CSS and Sass :heavy_dollar_sign:

Bootstrap 5

JavaScript

JS MDN Web Docs
javascript.info - Modern JavaScript Tutorial
Javascript30 | Wes Bos - 30 Day Vanilla JS Challenge
You Don't Know JS (book series) :star:
Eloquent JavaScript Online
JavaScript: The Good Parts by Douglas Crockford :star: :heavy_dollar_sign:
33 JS concepts every JavaScript developer should know
30 Seconds of Code - Short code snippets for all your development needs
JavaScript Design Patterns - By Addy Osmani
ES6 Cheatsheet
RegexOne - Learn Regular Expressions
JavaScript Interview Questions
500 JavaScript Practice Labs

Learning Platforms

freeCodeCamp - Interactive learning platform
Codecademy JavaScript Course
The Odin Project
Wes Bos Courses
Frontend Masters :heavy_dollar_sign:

JavaScript Frameworks

Angular
- Angular 7 - The Complete Guide by Maximilian Schwarzmüller | Udemy :heavy_dollar_sign:
- The Complete Angular Course: Beginner to Advanced by Mosh Hamedani | Udemy - :heavy_dollar_sign:
- 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 :baby:
- Build your first Angular app - 33 interactive screencasts to take you from beginner to advanced
- React.js
- React JS - Conference Videos
- Learn React for free | Scrimba
- Video Tutorials - Beginner to Intermediate | YouTube
- Complete React Tutorial (& Redux) | YouTube
- ReactJS Tutorial | Codecademy - Interactive
- FreeCodeCamp Articles
- Reactstrap - React Bootstrap 4 Components
- Few Projects for every React Dev
- Famous GitHub Repos
- React 16 - The Complete Guide (incl. React Router 4 & Redux) :heavy_dollar_sign: - Worth it
- Hello World | React.js Org
- The Road to React | Book
- React For Beginners | Wes Bos :heavy_dollar_sign:
- Advanced React | Wes Bos :heavy_dollar_sign:
- React Fundamentals | Tyler McGinnis :heavy_dollar_sign:
- Modern React with Redux | Udemy :heavy_dollar_sign:
- React Native
- React Native - The Practical Guide :heavy_dollar_sign:
Redux.js
Vue.js
- Vue School :free: + :heavy_dollar_sign:
- Scrimba
- Vue Cookbook
- Getting started with VueJS 2
- Vue.js News
- Vue.js Showcase - Made With Vue.js
- Materio Free VueJS Admin Template
Web Accessibility

Frontend DevTools

Package Managers
Bundlers

Backend Development

Introduction to backend
Backend Roadmap
Django - Python
Flask - Python
- The Flask Mega Tutorial :baby: + Intermediate
Node.JS
- NodeSchool | Workshops Open Source :heart:
- The Complete Node.js Developer Course | Udemy :heavy_dollar_sign:
- Express web framework (Node.js/JavaScript)
- Learn and Understand NodeJS :heavy_dollar_sign: - Intermediate
- Node JS Tutorial for Beginners | YouTube :baby:
- Node.js Documentation :star:
- Node.js Design Patterns by Mario Casciaro - Book Advanced level
- Node.js API Design
- Node.js handbook by Flavio Copes - :baby:
- 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
- Learn Node.js | Tutlane
- Learn Node.js | Scaler Topics
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! :baby:
- 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

Scrimba
Frontend Roadmap
FreeCodeCamp Web Dev Course - Learn HTML, CSS, JavaScript from scratch.
Frontend Masters :heavy_dollar_sign:
Frontend Mentor FREE
HTML5 and CSS3
- MDN Web Docs - HTML - Comprehensive HTML learning
- MDN Web Docs - CSS - Comprehensive CSS learning
- CSS Reference - Visual guide to CSS
- HTML Reference - Visual guide to HTML
- CSS Grid - Learn CSS Grid with Wes Bos
- CSS Flexbox - Learn Flexbox with Wes Bos
- Flexbox Froggy - Interactive Flexbox learning game
- Grid Garden - Interactive Grid learning game
- CSS Basic Cheatsheet
Courses & Tutorials
- Interneting is Hard - Friendly web development tutorials
- Learn to Code HTML & CSS - Shay Howe's beginner guide
- CSS - The Complete Guide :heavy_dollar_sign:
- Advanced CSS and Sass :heavy_dollar_sign:
Bootstrap 5
JavaScript
- JS MDN Web Docs
- javascript.info - Modern JavaScript Tutorial
- Javascript30 | Wes Bos - 30 Day Vanilla JS Challenge
- You Don't Know JS (book series) :star:
- Eloquent JavaScript Online
- JavaScript: The Good Parts by Douglas Crockford :star: :heavy_dollar_sign:
- 33 JS concepts every JavaScript developer should know
- 30 Seconds of Code - Short code snippets for all your development needs
- JavaScript Design Patterns - By Addy Osmani
- ES6 Cheatsheet
- RegexOne - Learn Regular Expressions
- JavaScript Interview Questions
- 500 JavaScript Practice Labs
Learning Platforms
- freeCodeCamp - Interactive learning platform
- Codecademy JavaScript Course
- The Odin Project
- Wes Bos Courses
- Frontend Masters :heavy_dollar_sign:
JavaScript Frameworks
- Angular
  - Angular 7 - The Complete Guide by Maximilian Schwarzmüller | Udemy :heavy_dollar_sign:
  - The Complete Angular Course: Beginner to Advanced by Mosh Hamedani | Udemy - :heavy_dollar_sign:
  - 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 :baby:
  - Build your first Angular app - 33 interactive screencasts to take you from beginner to advanced
- React.js
  - React JS - Conference Videos
  - Learn React for free | Scrimba
  - Video Tutorials - Beginner to Intermediate | YouTube
  - Complete React Tutorial (& Redux) | YouTube
  - ReactJS Tutorial | Codecademy - Interactive
  - FreeCodeCamp Articles
  - Reactstrap - React Bootstrap 4 Components
  - Few Projects for every React Dev
  - Famous GitHub Repos
  - React 16 - The Complete Guide (incl. React Router 4 & Redux) :heavy_dollar_sign: - Worth it
  - Hello World | React.js Org
  - The Road to React | Book
  - React For Beginners | Wes Bos :heavy_dollar_sign:
  - Advanced React | Wes Bos :heavy_dollar_sign:
  - React Fundamentals | Tyler McGinnis :heavy_dollar_sign:
  - Modern React with Redux | Udemy :heavy_dollar_sign:
- React Native
  - React Native - The Practical Guide :heavy_dollar_sign:
- Redux.js
- Vue.js
  - Vue School :free: + :heavy_dollar_sign:
  - Scrimba
  - Vue Cookbook
  - Getting started with VueJS 2
  - Vue.js News
  - Vue.js Showcase - Made With Vue.js
  - Materio Free VueJS Admin Template
- Web Accessibility
Frontend DevTools
- Package Managers
- Bundlers

Interview Preparation

Data Structures & Algorithms

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
InterviewCake - An interactive interview prep site for DSA and some System Design with free 3 week access through Github student pack
AlgoDaily - Daily interview questions sent by mail, as well as a full course and online IDE as well as visualizations and tutorials to solve the problems
LeetCode - Platform to prepare for technical interviews with real interview questions
Sphere Online Judge - Great head start for learning Data Structures
Prepbytes - Prepbytes Coding Platform - Get problems as per your coding skills.
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.
Scaler Topics - Platform to access free Resouces to coding tutorials
ERD Lab - Free cloud based entity relationship diagram (ERD) tool made for students.
OneCompiler - An online compiler supporting over 70 programming languages, perfect for running quick code snippets and practicing data structures.

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
Data Structures and Algorithm

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 :heavy_dollar_sign:
Domain Driven Design - Domain-Driven Design: Tackling Complexity in the Heart of Software 1st Edition :heavy_dollar_sign:

Aptitude Preparation for Placements

Quantitative Aptitude

IndiaBix - Comprehensive practice tests and explanations
ArtOfProblemSolving - Advanced math problems with detailed solutions
MathsGuru - Topic-wise practice and video explanations
CareerRide - Practice tests and interview prep

Logical Reasoning

Testpot - Logical and analytical reasoning practice
Hitbullseye - Free practice tests and study material
Sawaal - Question bank with solutions
GeeksforGeeks Puzzles - Logical puzzles and brain teasers

Verbal Ability

TestFunda - Comprehensive verbal ability practice
ExamVeda - English grammar and vocabulary
TCYonline - Practice tests for verbal sections
VocabBuilder - Vocabulary improvement tools

Company-Specific Practice

Face Prep - Company-specific preparation materials
PrepInsta - Previous year questions and company patterns
Placement Season - Company-wise practice tests
AmCat Practice Tests - Adaptive practice tests

Mock Test Platforms

Mercer Mettl - Professional assessment platform
CoCubes - Placement preparation platform
eLitmus - pH test practice
AspiringMinds - AMCAT practice tests

Free Resources

Brilliant.org - Interactive courses and problems
Khan Academy - Free math and reasoning practice
YouTube Channels

Mobile Apps

Interview Preparation

InterviewBit - Technical and aptitude preparation
Glassdoor Interviews - Company-specific interview experiences
AmbitionBox - Interview experiences and company reviews
LinkedIn Interview Prep

Learning Resources

Top People to Follow

Id	Name	Category
1	Aaron Gable	Google Chrome Developer (BR)
2	Addy Osmani	Web & Chrome
3	Andrew NG	AI & ML
4	Benjamin Pasero	Software engineer at Microsoft, VSCode
5	Brad Traversy	Web Developer, Programmer, YouTuber
6	Daniel Shiffman	Programmer / Former project lead with the Processing Foundation
7	Evan You	Creator of Vue.js
8	Giovanni Bassi	MVP Microsoft BR
9	Guido van Rossum	Python Creator
10	Isaac Schlueter	npm Creator
11	Jake Vanderplas	Python Data Science
12	Jen Simmons	CSS expert, creator of Firefox Grid Inspector.
13	John Resig	Creator of jQuery
14	Joy Buolamwini	Artificial intelligence, Algorithmic Justice League
15	Kyle Simpson	Author of YDKJS
16	Leonardo Maldonado	Top 2 developerTrending (BR)
17	Linus Torvalds	Linux Founder
18	Martin Fowler	Software developer
19	Mike Cohn	Scrum and Agile Advocate
20	Mohamed Said	Works with Taylor Otwell on Laravel
21	Paul Graham	Startup Expert, Founder of Y-Combinator
22	Quincy Larson	Teacher that started free code

怎么上手

项目说明

核心能力

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最近发版

用户点评

README 原文

🚀 Quick Start Guide

📋 Table of Contents

🎯 I Want To...

📚 Main Categories

🔥 Trending Technologies (2025)

🔍 Quick Access

FYI

AI Tools and Resources

Programming Languages & Frameworks

Beginner-Friendly Resources :baby:

Python

AI & Machine Learning

Machine Learning

Large Language Models (LLMs)

Deep Learning

Web3 & Blockchain Development

Blockchain Platforms

Learning Resources

Development Tools & Frameworks

Best GitHub Repositories

Cybersecurity & Ethical Hacking

Learning Platforms

Certifications

Practice Platforms

Tools & Resources

Cloud Computing & DevOps

Cloud Platforms

DevOps Tools

Learning Resources

Certifications

Modern Frontend Technologies

Frameworks & Libraries

Styling & UI

Build Tools & Performance

State Management

Mobile Development

Android Development

Web Development

Frontend Development

HTML5 and CSS3

Bootstrap 5

JavaScript

JavaScript Frameworks

Frontend DevTools

Backend Development

1.6 Frontend Web Development

Interview Preparation

Data Structures & Algorithms

Online Platforms

Tutorials & Practice

Books

Aptitude Preparation for Placements

Quantitative Aptitude

Logical Reasoning

Verbal Ability

Company-Specific Practice

Mock Test Platforms

Free Resources

Mobile Apps

Interview Preparation

Learning Resources

Top People to Follow

相关项目