Top #Science Tools & Software

applied-ml

github

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

d2l-en

github

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

fastbook

github

The fastai book, published as Jupyter Notebooks

dash

github

Data Apps & Dashboards for Python. No JavaScript Required.

pandas-ai

github

Chat with your database or your datalake (SQL, CSV, parquet). PandasAI makes data analysis conversational using LLMs and RAG.

best-of-ml-python

github

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

prefect

github

Prefect is a workflow orchestration framework for building resilient data pipelines in Python.

C

github

Collection of various algorithms in mathematics, machine learning, computer science, physics, etc implemented in C for educational purposes.

recommenders

github

Best Practices on Recommendation Systems

marimo

github

A reactive notebook for Python — run reproducible experiments, query with SQL, execute as a script, deploy as an app, and version with git. Stored as pure Python. All in a modern, AI-native editor.

stanford-cs-229-machine-learning

github

VIP cheatsheets for Stanford's CS 229 Machine Learning

DevOps-Roadmap

github

DevOps Roadmap for 2026. with learning resources

taipy

github

Turns Data and AI algorithms into production-ready web applications in no time.

awesome-python-applications

github

💿 Free software that works great, and also happens to be open-source Python.

tech-interview-for-developer

github

👶🏻 신입 개발자 전공 지식 & 기술 면접 백과사전 📖

dvc

github

🦉 Data Versioning and ML Experiments

awesome-bigdata

github

A curated list of awesome big data frameworks, ressources and other awesomeness.

awesome-mlops

github

A curated list of references for MLOps

trino

github

Official repository of Trino, the distributed SQL query engine for big data, formerly known as PrestoSQL (https://trino.io)

RD-Agent

github

Research and development (R&D) is crucial for the enhancement of industrial productivity, especially in the AI era, where the core aspects of R&D are mainly focused on data and models. We are committed to automating these high-value generic R&D processes through R&D-Agent, which lets AI drive data-driven AI. 🔗https://aka.ms/RD-Agent-Tech-Report

fiftyone

github

Refine high-quality datasets and visual AI models

Waking-Up

github

计算机基础（计算机网络/操作系统/数据库/Git...）面试问题全面总结，包含详细的follow-up question以及答案；全部采用【问题+追问+答案】的形式，即拿即用，直击互联网大厂面试；可用于模拟面试、面试前复习、短期内快速备战面试...

tpot

github

A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

openllmetry

github

Open-source observability for your GenAI or LLM application, based on OpenTelemetry