Awesome_AI4Finance  by AI4Finance-Foundation

Curated AI resources for financial quantitative analysis and trading

Created 4 years ago
252 stars

Top 99.6% on SourcePulse

GitHubView on GitHub
Project Summary

AI4Finance-Foundation/Awesome_AI4Finance

This repository serves as a curated collection of resources for individuals interested in applying Artificial Intelligence to financial markets. It compiles essential papers, blogs, and open-source projects, acting as a valuable starting point for newcomers to the AI in Finance domain, offering a consolidated gateway to key tools and knowledge.

How It Works

This repository functions as a curated directory of open-source projects, research papers, and blogs relevant to AI in finance. Resources are selected through a community-driven process involving member recommendations, core member evaluations, and discussions during weekly meetings, aiming to provide a useful starting point for newcomers.

Quick Start & Requirements

As a curated list of resources, this repository does not have a direct installation or execution process. Users are directed to individual project links for their respective setup and requirements.

Highlighted Details

  • FinRL (6.6k+ stars): A leading open-source project providing a full pipeline for applying Deep Reinforcement Learning (DRL) in financial tasks, including dynamic market environments for various asset classes and paper/live trading.
  • TA-Lib (7.3k+ stars): A widely-used library for technical analysis, essential for trading software developers requiring to perform technical analysis of financial market data.
  • Qlib (10.2k+ stars): An AI-oriented quantitative investment platform developed by Microsoft, offering a comprehensive Machine Learning pipeline for financial research and strategy development.
  • CCXT (26.9k+ stars): A comprehensive JavaScript, Python, and PHP library for integrating with cryptocurrency trading exchanges, supporting numerous platforms and simplifying access to market data and trading functionalities.
  • NumPy (21.5k+ stars): The foundational package for scientific computing in Python, underpinning many other libraries in the AI and finance ecosystem with its powerful N-dimensional array objects and mathematical functions.

Maintenance & Community

The project is maintained by the AI4Finance Foundation, with resources selected through a process involving weekly meetings and core member evaluations. Community input is encouraged via feedback and recommendations for new content.

Licensing & Compatibility

The repository itself does not specify a license. Users must refer to the individual licenses of the listed projects for terms of use, compatibility, and commercial restrictions.

Limitations & Caveats

This list is a byproduct of internal meetings and may not be exhaustive or systematically updated. Some listed projects, like MLFinLab, may have closed-source components or code no longer available. The selection criteria are community-driven and informal, potentially leading to subjective curation.

Health Check
Last Commit

2 years ago

Responsiveness

Inactive

Pull Requests (30d)
2
Issues (30d)
0
Star History
9 stars in the last 30 days

Explore Similar Projects

Feedback? Help us improve.