理论与学习
学习资源、算法与计算机科学
共 146 个源码项目30-seconds-of-code
Coding articles to level up your development skills
ML-For-Beginners
12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all
Apollo-11
Original Apollo 11 Guidance Computer (AGC) source code for the command and lunar modules.
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, ... 🧠
Data-Science-For-Beginners
10 Weeks, 20 Lessons, Data Science for All!
MS-DOS
The original sources of MS-DOS 1.25, 2.0, and 4.0 for reference purposes
swift-algorithm-club
Algorithms and data structures in Swift, with explanations!
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.
applied-ml
📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.
machine-learning-for-software-engineers
A complete daily plan for studying to become a machine learning engineer.
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.
fastbook
The fastai book, published as Jupyter Notebooks
C
Collection of various algorithms in mathematics, machine learning, computer science, physics, etc implemented in C for educational purposes.
data-science
📊 Path to a free self-taught education in Data Science!
awesome-production-machine-learning
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
stanford-cs-229-machine-learning
VIP cheatsheets for Stanford's CS 229 Machine Learning
art-of-node
:snowflake: a short introduction to node.js
pymc
Bayesian Modeling and Probabilistic Programming in Python
warriorjs
🏰 An exciting game of programming and Artificial Intelligence
cog
Containers for machine learning
computer-science-in-javascript
Collection of classic computer science paradigms, algorithms, and approaches written in JavaScript.
javascript-algorithms
💻 JavaScript implementations of computer science algorithms
dsa.js-data-structures-algorithms-javascript
🥞Data Structures and Algorithms explained and implemented in JavaScript + eBook
awful-ai
😈Awful AI is a curated list to track current scary usages of AI - hoping to raise awareness
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