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GitHub
MLOps·2014
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Apache Airflow

Apache Software Foundation, Maxime Beauchemin (originated at Airbnb)·Apache Software Foundation, Airbnb

Programmatically author, schedule, and monitor data workflows as Python-defined DAGs; the scheduler handles dependencies, retries, and backfills. Pluggable executors (Local, Celery, Kubernetes) and a broad provider ecosystem for AWS, GCP, and databases.

#mlops#python#docker#ai-workflow#ai-development+3
GitHub
AI Others·2015
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IPED

sepinf-inc (Brazilian Federal Police team)·Brazilian Federal Police

Processes and indexes seized digital evidence — disk images, files, timelines — for forensic examiners. Bundles high-speed carving, OCR, named-entity recognition, similar-image and face search, and audio transcription behind scriptable Java parsers.

#github#nlp#ocr#ai-image#audio+1
GitHub
AI Coding Tutorials·2016
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PythonRobotics

Atsushi Sakai·PythonRobotics open-source community

Readable, minimal-dependency Python implementations of core robotics algorithms — localization (EKF, particle filter), SLAM (ICP, FastSLAM), path planning (A*, RRT*, PRM), and path tracking (LQR, MPC) — written to be studied, not just run.

#robotics#python#github#ai-library#ai-demos
AI Train·2016
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LightGBM

Microsoft (originally Microsoft Research)·Microsoft Research, Microsoft

Trains gradient-boosted decision trees for classification, ranking, and large-scale tabular ML with lower memory use and faster training. GOSS and EFB help it handle high-dimensional sparse data on CPU, GPU, and distributed setups.

#ai-library#python#github#mlops#ai-train+1
GitHub
AI Infra·2016
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Crawlee

Apify

Unified Node.js library for web crawling and browser automation that fetches pages and files via headless browsers or raw HTTP. Provides persistent queues, proxy rotation, session management, storage, and human-like fingerprints to build scalable data pipelines (e.g., RAG/LLM datasets).

#javascript#nodejs#typescript#github#mLOps+3
GitHub
AI Infra·2016
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openpilot

comma.ai

Upgrades supported cars with an open robotics operating system for driver assistance, combining vehicle integration, safety testing, data collection, and community development around comma.ai hardware.

#github#ai-development#vision#ai-tools#ai-agent+1
GitHub
AI Others·2017
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roadmap.sh (Developer Roadmap)

nilbuild, roadmap.sh community

Interactive, community-driven learning roadmaps and guides that map skills, technologies, and curated resources for developer career paths — covering frontend, backend, DevOps, ML/AI, MLOps, prompt engineering and more. Clickable nodes link to tutorials, best practices and question banks to guide study and hiring prep.

#github#ai#ai-development#mlops#prompt-engineering+1
AI Train·2017
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CatBoost

Yandex

Trains gradient-boosted decision trees with native categorical-feature handling, GPU acceleration, and production-ready prediction APIs. A strong fit for tabular ML when preprocessing categories into numeric features would add noise or leakage.

#gradient-booting#ai-library#python#github#ai-train+1
GitHub
AI Infra·2017
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Nx

Victor Savkin, Jason Jean +18·Nrwl

Manages polyglot monorepos by caching unchanged outputs and running only affected tasks. Built with Rust and extensible in TypeScript; includes integrated CI features (remote caching, task distribution) and AI-native tooling such as a CLI optimized for autonomous agents and self-healing CI.

#typescript#rust#cli#devops#mcp+5
GitHub
AI Client·2018
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Streamlit

Adrien Treuille, Thiago Teixeira +1·Snowflake

Turns a top-to-bottom Python script into an interactive web app: each widget interaction reruns the whole script, with cache decorators skipping redundant work. No callbacks or HTML needed; built for data dashboards, ML demos, and internal tools.

#github#ai-tools#ai-client#mlops#ai-development+1
GitHub
AI Coding Tutorials·2018
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build-your-own-x

Daniel Stefanovic, CodeCrafters, Inc.

Curates step-by-step, hands-on tutorials for reimplementing technologies from scratch—covering everything from OSs and compilers to neural networks, LLMs, and vision systems—so learners learn by rebuilding real systems across languages.

#github#tutorial#ai-coding#python#llm
GitHub
AI Infra·2018
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NautilusTrader

Nautech Systems·Nautech Systems Pty Ltd

Rust-native, event-driven trading platform for backtesting and live execution across crypto, forex, equities, and futures on 27+ venues. The same strategy code runs in nanosecond backtests and in production, giving true research-to-live parity.

#github#python#rust#mlops#ai-train+2
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