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Learn how to develop, deploy and iterate on production-grade ML applications.
Summer 2027 software engineering, data science, AI, quant, product management, and hardware internship postings. Updated daily by Simplify and Pitt CSC.
- interview-preparation
- internships
- jobs
- university
Data Engineering Zoomcamp is a free 9-week course on building production-ready data pipelines. Join the course here 👇🏼
🛡️ ⚛️ A simple, scalable, and powerful architecture for building production ready React applications.
- react
- react-applications
- react-best-practice
- react-typescript
📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.
- applied-machine-learning
- production
- applied-data-science
- machine-learning
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
- bayesian-methods
- pymc
- mathematical-analysis
- jupyter-notebook
What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?
TranslatedList of personally collected books PDF download Baidu Cloud e-book download
🚀 A curated collection of AI engineering resources, roadmaps, tools, and projects covering LLMs, RAG, AI Agents, MCP, fine-tuning, evaluations, and production AI systems.
- agentic-ai
- ai-agents
- ai-engineering
- ai-projects
End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
- machine-learning
- mlops
- interpretability
- explainability
TranslatedTechnical architecture of internet companies: the architectures of WeChat/Taobao/Weibo/Tencent/Alibaba/Meituan-Dianping/Baidu/OpenAI/Google/Facebook/Amazon/eBay. PRs to add more are welcome
- architecture
- architecture-guidelines
- internet-architecutre
- architecture-of-internet-product
💻 Vibe Coding 101｜Your First Course For AI Product Builders.
- ai
- course
- vibe-coding
- coding
Awesome list of open-source startup alternatives to well-known SaaS products 🚀
- awesome
- awesome-list
- python
- startups
💿 Free software that works great, and also happens to be open-source Python.
This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for developers, it focuses on practical techniques for building modular, scalable, and secure AI workflows from session setup to service orchestration.
- csharp
- java
- javascript
- mcp
A hands-on introduction to video technology: image, video, codec (av1, vp9, h265) and more (ffmpeg encoding). Translations: 🇺🇸 🇨🇳 🇯🇵 🇮🇹 🇰🇷 🇷🇺 🇧🇷 🇪🇸
A curated list for awesome kubernetes sources :ship::tada:
- kubernetes
- minikube
- meetup
- resource
📚 Study guide and introduction to the modern front end stack.
- front-end
- grab
- engineering
- study-plan
State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.
- computer-vision
- deep-learning
- drug-discovery
- forecasting
Python Implementation of Reinforcement Learning: An Introduction
A curated list of Site Reliability and Production Engineering resources.
- site-reliability-engineering
- production
- availability
- monitoring
Crack WPA/WPA2 Wi-Fi Routers with Airodump-ng and Aircrack-ng/Hashcat
- wifi
- wpa2-cracking
- aircrack-ng
- hashcat