microsoft/qlib
Qlib is an AI-oriented Quant investment platform that aims to use AI tech to empower Quant Research, from exploring ideas to implementing productions. Qlib supports diverse ML modeling paradigms, including supervised learning, market dynamics modeling, and RL, and is now equipped with https://github.com/microsoft/RD-Agent to automate R&D process.
Build with Backblaze B2
SDKs, agent skills, IDE extensions, and reference pipelines from Backblaze Labs. All open source.
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Where it stands
Rank, growth pace and release cadence relative to everything GStars tracks.
Ranks #296 of 2,502 repositories GStars tracks this week (top 12%).
No releases in the last 90 days; the most recent was 411 days ago, with 141 contributors on GitHub.
Peaked at #14 in the weekly ranking the week of Sep 21, its best in the past year.
Use Cases & Benefits
- Provides an AI-driven quantitative investment platform supporting data processing, model training, back-testing, and trading strategy execution.
- Enables diverse machine learning paradigms including supervised learning, market dynamics modeling, and reinforcement learning for comprehensive quant research.
- Use for automating quantitative investment research workflows from idea exploration to production deployment with integrated ML pipelines.
- Use for developing and optimizing trading strategies using reinforcement learning and adaptive market dynamic models.
- Use for building and testing factor-based investment models with automated factor mining and model optimization via RD-Agent integration.
Should you depend on it?
License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.
License
MIT
Permissive: commercial use, modification and redistribution are allowed with attribution.
Community files
- README: present
- Code of conduct: present
Watch-outs
No watch-outs from GStars' checks.
General guidance from repository metadata, not legal advice. How we score
From the README
Recent released features
We are excited to announce the release of RD-Agent📢, a powerful tool that supports automated factor mining and model optimization in quant investment R&D.
RD-Agent is now available on GitHub, and we welcome your star🌟!
To learn more, please visit our ♾️Demo page. Here, you will find demo videos in both English and Chinese to help you better understand the scenario and usage of RD-Agent.
We have prepared several demo videos for you:
Features released before 2021 are not listed here.
Qlib is an open-source, AI-oriented quantitative investment platform that aims to realize the potential, empower research, and create value using AI technologies in quantitative investment, from exploring ideas to implementing productions. Qlib supports diverse machine learning modeling paradigms, including supervised learning, market dynamics modeling, and reinforcement learning.
An increasing number of SOTA Quant research works/papers in diverse paradigms are being released in Qlib to collaboratively solve key challenges in quantitative investment. For example, 1) using supervised learning to mine the market's complex non-linear patterns from rich and heterogeneous financial data, 2) modeling the dynamic nature of the financial market using adaptive concept drift technology, and 3) using reinforcement learning to model continuous investment decisions and assist investors in optimizing their trading strategies.
Daily snapshots
Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots
+3,482 stars over 89 days across 13 snapshot days; best day +54 on Aug 18.
Forks
7.8K+504
Open issues
483+30
Compared with peers in Deep Learning
Fastest-growing repositories GStars tracks in this cohort for the week of Sep 27, by 7-day star growth
| Repository | Stars | +7d | Health | Last release |
|---|---|---|---|---|
| rohitg00/ai-engineering-from-scratch | 68.7K | +5.6K | 75 | 3 days ago |
| pytorch/pytorch | 104.9K | +315 | 75 | 13 days ago |
| FareedKhan-dev/train-llm-from-scratch | 11.6K | +238 | 75 | — |
| huggingface/tokenizers | 11.1K | +9 | 75 | 7 days ago |
| microsoft/qlib | 49.1K | +0 | 40 | 411 days ago |
| d2l-ai/d2l-en | 29.7K | +0 | 75 | — |
| Category median | 29.7K | +238 | 75 | — |
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