🚀 Software Development Lessons 2024-2025

Ultimate Collection of Modern Development Resources

AI & ML • Web Dev • Cloud & DevOps • Mobile • Web3 • Data Science

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📊 2024-2025 Tech Trends Dashboard

AI/ML Development ████████████████████░ 95% Cloud-Native Apps ███████████████████░░ 90% Web3/Blockchain ████████████████░░░░░ 80% Full-Stack JS/TS ████████████████████░ 95% DevOps/GitOps ██████████████████░░░ 88% Mobile Development ███████████████████░░ 92% 

This repository is your one-stop destination for mastering modern software development in 2024-2025. From AI/ML to Web3, from cloud-native apps to mobile development - we've curated the best resources, tutorials, and tools!

🎯 Technology	⭐ GitHub Stars	📚 Learning Resource	🔥 Trend
GPT-4 & LLMs		OpenAI Cookbook	🔥🔥🔥🔥🔥
LangChain		LangChain Docs	🔥🔥🔥🔥🔥
PyTorch 2.0+		PyTorch Tutorials	🔥🔥🔥🔥
Transformers		HuggingFace Course	🔥🔥🔥🔥🔥
Stable Diffusion		Stable Diffusion Guide	🔥🔥🔥🔥
AutoGPT		AutoGPT Repo	🔥🔥🔥🔥
LLaMA 2		LLaMA Documentation	🔥🔥🔥🔥🔥

🎬 Corey Schafer (Pandas & Python) → https://www.youtube.com/user/schafer5/playlists 💡 Best for: Python fundamentals, Pandas mastery 🎬 Python Engineer (PyTorch & ML) → https://www.youtube.com/channel/UCbXgNpp0jedKWcQiULLbDTA/playlists 💡 Best for: Practical ML implementations 🎬 deeplizard (Deep Learning) → https://www.youtube.com/channel/UC4UJ26WkceqONNF5S26OiVw/playlists 💡 Best for: Neural networks from scratch 🎬 MIT Deep Learning → https://www.youtube.com/user/Zan560/playlists 💡 Best for: Academic foundation & theory 

Repository	Description	Stars
ComfyUI	Powerful GUI for Stable Diffusion
Ollama	Run LLMs locally
LocalAI	Self-hosted OpenAI alternative
Instructor	Structured outputs from LLMs
Guidance	Control LLM generation

• 🧠 EPFL EE-559 – Deep Learning (PyTorch) → https://fleuret.org/ee559/

• 📊 Machine Learning DEV Community → https://dev.to/t/machinelearning

• 🎯 Fast.ai - Practical Deep Learning → https://course.fast.ai/

• 🔬 Papers with Code → https://paperswithcode.com/

# ⚡ Component Libraries → shadcn/ui # Radix + Tailwind components → Aceternity UI # Modern animated components → Magic UI # Beautiful UI components → Framer Motion # Production-ready animations → GSAP # Professional animations # 🎨 Styling → Tailwind CSS 4.0 # Utility-first CSS → Panda CSS # Zero-runtime CSS-in-JS → UnoCSS # Instant atomic CSS → Styled Components # CSS-in-JS

• 🎓 freeCodeCamp.org → https://www.youtube.com/channel/UC8butISFwT-Wl7EV0hUK0BQ/videos 💡 Comprehensive web development bootcamp

• 🌟 The Odin Project → https://www.theodinproject.com/ 💡 Full-stack curriculum (FREE)

• 📘 Web.dev by Google → https://web.dev/learn/ 💡 Modern web best practices

• 🎯 Frontend Mentor → https://www.frontendmentor.io/ 💡 Real-world project challenges

Repository	Description	Stars
shadcn/ui	Beautifully designed components
React Email	Build emails with React
Vercel AI SDK	AI toolkit for TypeScript
Tauri	Build desktop apps with web tech
Bun	Fast all-in-one JavaScript runtime

// 🌩️ Major Cloud Providers const cloudProviders = { AWS: "https://aws.amazon.com/training/", // 🥇 Market Leader Azure: "https://learn.microsoft.com/en-us/azure/", // 🥈 Enterprise Favorite GCP: "https://cloud.google.com/training/", // 🥉 Innovation Hub Cloudflare: "https://developers.cloudflare.com/", // 🔥 Edge Computing Vercel: "https://vercel.com/docs", // ⚡ Frontend Cloud Railway: "https://docs.railway.app/", // 🚂 Simple Deployments };

• 🔄 TechWorld with Nana → https://www.youtube.com/@TechWorldwithNana 💡 DevOps, Docker, Kubernetes tutorials

• 🚀 GitLab CI/CD Tutorial → https://docs.gitlab.com/ee/ci/quick_start/ 💡 Complete CI/CD pipeline guide

• 🎯 KodeKloud → https://kodekloud.com/ 💡 Hands-on DevOps labs

• 📱 React Native School → https://www.reactnativeschool.com/ 💡 Practical React Native tutorials

• 🎨 Flutter Widget of the Week → https://www.youtube.com/playlist?list=PLjxrf2q8roU23XGwz3Km7sQZFTdB996iG 💡 Official Flutter video series

• 🚀 Expo Blog & Tutorials → https://blog.expo.dev/ 💡 Latest in React Native development

// 📚 Essential Web3 Courses contract Learn { string[] public courses = [ "Alchemy University - https://university.alchemy.com/", "LearnWeb3 DAO - https://learnweb3.io/", "Buildspace - https://buildspace.so/", "Patrick Collins - https://www.youtube.com/@PatrickAlphaC", "Dapp University - https://www.dappuniversity.com/" ]; }

Repository	Description	Stars
scaffold-eth-2	Ethereum development stack
thirdweb	Web3 development framework
RainbowKit	Best wallet connection
wagmi	React Hooks for Ethereum

# 🎓 Essential Data Science Resources data_science_resources = { "Python for Data Analysis": "https://wesmckinney.com/book/", "Kaggle Learn": "https://www.kaggle.com/learn", "DataCamp": "https://www.datacamp.com/", "Mode Analytics SQL Tutorial": "https://mode.com/sql-tutorial/", "Real Python": "https://realpython.com/", "Towards Data Science": "https://towardsdatascience.com/" }

The market-leading technical skills assessment platform to identify and hire developers with the right skills. 🔗 https://www.hackerrank.com

# 🎯 How to Contribute to Open Source 1. Find projects: https://github.com/topics/good-first-issue 2. Read: https://opensource.guide/how-to-contribute/ 3. Practice: https://firstcontributions.github.io/ 4. Events: https://hacktoberfest.com/

• Awesome - 😎 Awesome lists about all kinds of interesting topics
• Awesome AI - AI/ML resources curated by a16z
• Awesome React - React resources
• Awesome Python - Python resources
• Awesome Go - Go/Golang resources

const mustReadBooks = { architecture: [ "Clean Architecture - Robert Martin", "Domain-Driven Design - Eric Evans", "Designing Data-Intensive Applications - Martin Kleppmann" ], coding: [ "Clean Code - Robert Martin", "The Pragmatic Programmer - Hunt & Thomas", "Refactoring - Martin Fowler" ], algorithms: [ "Introduction to Algorithms - CLRS", "Grokking Algorithms - Aditya Bhargava", "Algorithm Design Manual - Steven Skiena" ], webDev: [ "You Don't Know JS - Kyle Simpson", "Eloquent JavaScript - Marijn Haverbeke", "Web Performance in Action - Jeremy Wagner" ] };

• 📘 freeCodeCamp Books → https://www.freecodecamp.org/news/tag/books/

• 📗 GoalKicker Free Programming Books → https://goalkicker.com/

• 📙 The Odin Project Curriculum → https://www.theodinproject.com/paths

Repository	Description	Language	Stars
gpt-engineer	AI that builds codebases	Python
devika	Agentic AI Software Engineer	Python
open-interpreter	Natural language interface for computers	Python
excalidraw	Virtual whiteboard	TypeScript
dify	LLM app development platform	TypeScript
supermaven	AI code completion	Lua

We love contributions! Whether it's:

• 🐛 Bug fixes
• ✨ New resources
• 📝 Documentation improvements
• 💡 Feature suggestions

Check out our Contributing Guide to get started!

# Clone this awesome repository git clone https://github.com/umitkacar/Software-Development-Lessons.git # Star it ⭐ # Fork it 🍴 # Share it 🚀 # Stay updated git pull origin main

This repository includes a production-ready Python package with modern development tools!

# Clone the repository git clone https://github.com/umitkacar/Software-Development-Lessons.git cd Software-Development-Lessons # Install with development dependencies pip install -e ".[dev]" # Set up pre-commit hooks pre-commit install

# Run all tests (parallel execution with 16 workers) pytest -n auto tests/ # Run with coverage report pytest --cov=software_development_lessons --cov-report=term-missing -n auto tests/ # Run specific test categories pytest -m unit tests/ # Unit tests only pytest -m integration tests/ # Integration tests only # Run sequential tests (no parallel) pytest tests/

# Lint code with Ruff (super fast!) ruff check src/ tests/ # Auto-fix issues ruff check --fix src/ tests/ # Format code with Black black src/ tests/ # Type check with Mypy mypy src/software_development_lessons # Run all quality checks ruff check src/ tests/ && black --check src/ tests/ && mypy src/

# Scan for vulnerabilities pip-audit --desc # Scan with auto-fix suggestions pip-audit --desc --fix

# Quick test hatch run test # Test with coverage hatch run test-cov # Lint code hatch run lint # Auto-fix and format hatch run fix # All quality checks hatch run check # Security audit hatch run security-audit

• Test Coverage: 71.32% overall
  • ResourceManager: 100%
  • LearningTracker: 98.94%
  • Utils: 92.59%
• Tests: 47 tests, 100% passing
• Test Speed: 2.44s (parallel) vs 8-10s (sequential)
• Code Quality: 0 Ruff errors, 0 Mypy errors
• Security: 1 vulnerability (down from 7, 86% reduction)

• LESSONS-LEARNED.md: Technical insights and best practices
• CHANGELOG.md: Detailed version history
• CONTRIBUTING.md: Contribution guidelines
• WORKFLOWS_SETUP.md: GitHub Actions setup

This repository uses 15+ pre-commit hooks for automatic code quality:

• ✅ File safety checks (large files, private keys, merge conflicts)
• ✅ Ruff linting and formatting
• ✅ Black code formatting
• ✅ Mypy type checking
• ✅ Pytest test execution
• ✅ Security scanning with Bandit
• ✅ Spelling checks with Codespell
• ✅ YAML/Markdown formatting

Run manually:

pre-commit run --all-files

This project is licensed under the MIT License - see the LICENSE file for details.

🌟 Star History

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💖 Made with Love for the Developer Community

If you find this helpful, please consider:

• ⭐ Starring this repository
• 🍴 Forking and contributing
• 📢 Sharing with fellow developers
• 💬 Joining the discussion

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