Repository Index

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

• data-analysis
• pandas
• flexible
• alignment

Learn how to develop, deploy and iterate on production-grade ML applications.

• machine-learning
• deep-learning
• pytorch
• natural-language-processing

The Julia Programming Language

• julia-language
• julia
• scientific
• hpc

An ultra-simplified explanation to design patterns

• design-patterns
• architecture
• software-engineering
• engineering

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

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

• airflow
• apache
• apache-airflow
• python

Streamlit — A faster way to build and share data apps.

• python
• machine-learning
• data-science
• deep-learning

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

• ray
• distributed
• parallel
• machine-learning

Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!

• machine-learning
• models
• ui
• ui-components

Learn System Design concepts and prepare for interviews using free resources.

• awesome
• backend
• computer-science
• distributed-systems

TranslatedGuidance for courses in Department of Computer Science and Technology, Tsinghua University

• course
• course-project
• course-assignment
• tsinghua-university

10 Weeks, 20 Lessons, Data Science for All!

• data-science
• python
• data-visualization
• data-analysis

500 AI Machine learning Deep learning Computer vision NLP Projects with code

• awesome
• machine-learning
• deep-learning
• machine-learning-projects

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

• cpp
• algorithm
• algorithms-implemented
• data-structures

💫 Industrial-strength Natural Language Processing (NLP) in Python

• natural-language-processing
• data-science
• machine-learning
• python

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

• machine-learning
• deep-learning
• deep-reinforcement-learning
• machine-learning-from-scratch

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

• python
• deep-learning
• artificial-intelligence
• ai

Roadmap to becoming an Artificial Intelligence Expert in 2022

• deep-learning
• artificial-intelligence
• roadmap
• ai-roadmap

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

• applied-machine-learning
• production
• applied-data-science
• machine-learning

:memo: An awesome Data Science repository to learn and apply for real world problems.

• data-science
• machine-learning
• data-visualization
• science

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

• deep-learning
• machine-learning
• book
• notebook

If you want to become good at AI engineering & system design, join this newsletter 👇

• computer-science
• interview-questions
• software-engineering
• system-design

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.

• python
• machine-learning
• deep-learning
• data-science

🕸️ Web apps in pure Python 🐍

• python
• framework
• open-source
• gui