Tools & Workbench
Platforms and technologies you'll use to practice, build, analyze, and deploy real-world projects β every tool is free.
Python
5 toolsRun Python notebooks in the cloud with free GPU access β zero setup required.
Interactive notebooks for experimentation, data exploration, and analysis.

Full-featured Python IDE by JetBrains with smart code completion and debugging.

Python IDE designed for beginners β step-by-step execution and clean UI.

Online IDE to write, run, and share code instantly in the browser.
R Language
4 toolsThe leading IDE for R β built-in console, plots panel, and package manager.
The Comprehensive R Archive Network β download R and thousands of packages.
Run R interactively inside Jupyter notebooks using the IRKernel backend.
Run R notebooks in the cloud via Google Colab's R runtime β no install needed.
Machine Learning
5 toolsData Science
6 toolsPython/R data science distribution with 1,500+ packages included.
Datasets, competitions, notebooks, and a massive data science community.
Modern open-source data exploration and visualization platform.
Lightweight SQL database for learning, testing, and prototyping.
AI Fundamentals
4 toolsTrain image, sound, and pose models in your browser β no code needed.
Models, datasets, Spaces, and AI demos β the GitHub of the AI world.
Experiment with GPT models interactively β free credits may vary on signup.
High-level deep learning library and free practical AI courses.
Cloud Computing
4 toolsAccess 100+ AWS services free β EC2, S3, Lambda, and RDS included.
$300 credits plus Always Free products including BigQuery and Cloud Run.
$200 credits plus 55 services free for 12 months including VMs and databases.
Always Free services with generous compute, storage, and database resources.
DevOps
5 tools
Containerize applications for consistent, portable deployments everywhere.
Run a local Kubernetes cluster β learn container orchestration hands-on.
Open-source automation server for building, testing, and deploying pipelines.

Automate CI/CD workflows directly inside your GitHub repository.
Infrastructure as Code β provision and manage cloud resources with config files.
Cyber Security
5 tools
The world's most popular network protocol analyzer β capture live traffic.

Network discovery and security auditing β scan hosts, ports, and services.
Open-source web app scanner β automatically find security vulnerabilities.
Industry-standard Linux distro for penetration testing and ethical hacking.

The world's most used penetration testing framework β exploit vulnerabilities safely.
Networking
4 toolsSimulate complex networks with Cisco devices β ideal for CCNA prep.

Emulate real multi-vendor network hardware in a virtual lab environment.

Capture and analyze network packets in real time β go-to protocol analyzer.
Lightweight SSH and Telnet client for managing remote servers and network devices.
Web Development
5 toolsThe most popular code editor β fast, extensible, and built for the web.
Next-generation front-end build tool with blazing fast hot module replacement.
Built-in browser tools for debugging, profiling, and inspecting pages in real time.
Build, test, and share front-end snippets in a live social coding environment.
Online playground to test and share HTML, CSS, and JavaScript in real time.
Mobile App Development
4 toolsOfficial IDE for Android β Kotlin, Java, emulator, and layout preview included.

Build beautiful cross-platform apps for iOS, Android, and Web from one codebase.
Build native iOS and Android apps using React and JavaScript.
Apple's official IDE for iOS and macOS β Swift, SwiftUI, and simulator built in.
Game Development
4 toolsThe #1 real-time dev platform β 2D and 3D games for 20+ platforms.
AAA game engine with photorealistic graphics and Blueprint visual scripting.
Fully open-source game engine β GDScript, C#, 2D/3D, MIT licensed.
No-code 2D game engine β build and publish games without writing code.
UI / UX Design
4 toolsIndustry-standard collaborative design tool β components, prototyping, dev handoff.
Open-source design and prototyping tool β fully web-based and self-hostable.
Adobe's UX/UI tool for wireframes, prototypes, and design handoff to developers.

Rapid wireframing that mimics sketching β fast, low-fidelity mockups for ideation.
Software Engineering
5 toolsThe world's most used version control system β track, branch, and merge.

Host, collaborate, and review code β the largest developer platform in the world.
Lightweight extensible editor supporting hundreds of programming languages.
Build, test, and document APIs β the essential tool for every backend developer.
Free diagramming for flowcharts, architecture, ERDs, and UML β in browser.
Blockchain & Web3
5 toolsBrowser-based Solidity IDE for writing, testing, and deploying smart contracts.
Personal blockchain for Ethereum development β test dApps locally with zero risk.
Browser wallet for Ethereum and EVM chains β connect to dApps in one click.

Ethereum dev environment β compile, test, deploy, and debug smart contracts.
Development framework for Ethereum β migrations, testing, and contract deployment.
Robotic Process Automation
3 tools
Automate repetitive tasks with drag-and-drop workflows β industry-leading RPA.
Enterprise RPA platform free community edition β bots, analytics, and built-in AI.

Open-source automation framework with keyword-driven syntax β Python-based.
QA Automation Testing
5 tools
Classic browser automation framework β multi-language, cross-browser testing.
Fast, reliable end-to-end testing for anything running in the browser.
Microsoft's end-to-end test framework β Chromium, Firefox, and WebKit support.
API testing made easy β write test scripts, run collections, generate reports.

Standard unit testing framework for Java β write and run repeatable tests.


