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理论与学习

学习资源、算法与计算机科学

146 个源码项目

30-seconds-of-code

Coding articles to level up your development skills

128,02312,490JavaScriptCC-BY-4.0

ML-For-Beginners

12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

86,42320,960Jupyter NotebookMIT

Apollo-11

Original Apollo 11 Guidance Computer (AGC) source code for the command and lunar modules.

68,0387,692AssemblyNOASSERTION

annotated_deep_learning_paper_implementations

🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

66,9096,711PythonMIT

Data-Science-For-Beginners

10 Weeks, 20 Lessons, Data Science for All!

35,5467,238Jupyter NotebookMIT

MS-DOS

The original sources of MS-DOS 1.25, 2.0, and 4.0 for reference purposes

32,2144,639AssemblyMIT

applied-ml

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

29,6553,929MIT

data-science-ipython-notebooks

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

29,1468,031PythonNOASSERTION

swift-algorithm-club

Algorithms and data structures in Swift, with explanations!

29,1054,968SwiftMIT

d2l-en

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

28,9565,072PythonNOASSERTION

machine-learning-for-software-engineers

A complete daily plan for studying to become a machine learning engineer.

28,7896,170CC-BY-SA-4.0

fastbook

The fastai book, published as Jupyter Notebooks

25,0109,472Jupyter NotebookNOASSERTION

C

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

22,1244,757CGPL-3.0

data-science

📊 Path to a free self-taught education in Data Science!

21,5394,150NOASSERTION

awesome-production-machine-learning

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

20,6002,577MIT

stanford-cs-229-machine-learning

VIP cheatsheets for Stanford's CS 229 Machine Learning

19,4914,173MIT

art-of-node

:snowflake: a short introduction to node.js

9,872846JavaScriptNOASSERTION

pymc

Bayesian Modeling and Probabilistic Programming in Python

9,6302,257PythonNOASSERTION

warriorjs

🏰 An exciting game of programming and Artificial Intelligence

9,521501TypeScriptMIT

cog

Containers for machine learning

9,420689GoApache-2.0

computer-science-in-javascript

Collection of classic computer science paradigms, algorithms, and approaches written in JavaScript.

9,1191,180JavaScriptMIT

javascript-algorithms

💻 JavaScript implementations of computer science algorithms

7,8301,243JavaScriptMIT

dsa.js-data-structures-algorithms-javascript

🥞Data Structures and Algorithms explained and implemented in JavaScript + eBook

7,770920JavaScriptMIT

awful-ai

😈Awful AI is a curated list to track current scary usages of AI - hoping to raise awareness

7,498261
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