awesome-systematic-trading

awesome-systematic-trading

全面的系统化交易资源集合

该项目汇集了系统化交易的全面资源,包括97个研究和交易库、696个策略描述、55本专业书籍和23个相关视频。内容涵盖量化交易策略的开发、回测和执行工具,以及博客和课程资源。适合希望深入了解系统化交易的研究者和实践者参考使用。

量化交易回测交易策略开源框架算法交易Github开源项目
<div align="center"> <img src="static/images/awesome-systematic-trading.jpeg" height=200 alt=""/> <h1>Awesome Systematic Trading</h1> </div> <div align=center><img src="https://awesome.re/badge.svg" /></div>

希望阅读中文版?点我

We are collecting a list of resources papers, softwares, books, articles for finding, developing, and running systematic trading (quantitative trading) strategies.

<!-- omit in toc -->

What will you find here?

<div align="center" style="margin-bottom: 50px; margin-top: 50px;"> <div style="border: 2px solid #007bff; border-radius: 10px; padding: 20px; margin-bottom: 20px;"> <h2>📈 Interested in trading strategies implemented in Python?</h2> <p>Visit our comprehensive collection at <a href="https://paperswithbacktest.com" target="_blank">paperswithbacktest.com</a> for exclusive content!</p> </div> </div> <details> <summary>Click here to see the full table of content</summary> </details> <!-- omit in toc -->

How can I help?

You can help by submitting an issue with suggestions and by sharing on Twitter:

Tweet

Libraries and packages

List of 97 libraries and packages implementing trading bots, backtesters, indicators, pricers, etc. Each library is categorized by its programming language and ordered by descending populatrity (number of stars).

Backtesting and Live Trading

General - Event Driven Frameworks

RepositoryDescriptionStarsMade with
vnpyPython-based open source quantitative trading system development framework, officially released in January 2015, has grown step by step into a full-featured quantitative trading platformGitHub starsmade-with-python
ziplineZipline is a Pythonic algorithmic trading library. It is an event-driven system for backtesting.GitHub starsmade-with-python
backtraderEvent driven Python Backtesting library for trading strategiesGitHub starsmade-with-python
QUANTAXISQUANTAXIS 支持任务调度 分布式部署的 股票/期货/期权/港股/虚拟货币 数据/回测/模拟/交易/可视化/多账户 纯本地量化解决方案GitHub starsmade-with-python
QuantConnectLean Algorithmic Trading Engine by QuantConnect (Python, C#)GitHub starsmade-with-python
RqalphaA extendable, replaceable Python algorithmic backtest && trading framework supporting multiple securitiesGitHub starsmade-with-python
finmarketpyPython library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)GitHub starsmade-with-python
backtesting.pyBacktesting.py is a Python framework for inferring viability of trading strategies on historical (past) data. Improved upon the vision of Backtrader, and by all means surpassingly comparable to other accessible alternatives, Backtesting.py is lightweight, fast, user-friendly, intuitive, interactive, intelligent and, hopefully, future-proof.GitHub starsmade-with-python
zvtModular quant frameworkGitHub starsmade-with-python
WonderTraderWonderTrader——量化研发交易一站式框架GitHub starsmade-with-python
nautilus_traderA high-performance algorithmic trading platform and event-driven backtesterGitHub starsmade-with-python
PandoraTraderHigh-frequency quantitative trading platform based on c++ development, supporting multiple trading APIs and cross-platformGitHub starsmade-with-c++
HFTBacktestHighly precise backtest on HFT data in Python+NumbaGitHub starsmade-with-python
aatAn asynchronous, event-driven framework for writing algorithmic trading strategies in python with optional acceleration in C++. It is designed to be modular and extensible, with support for a wide variety of instruments and strategies, live trading across (and between) multiple exchanges.GitHub starsmade-with-python
sdoosa-algo-trade-pythonThis project is mainly for newbies into algo trading who are interested in learning to code their own trading algo using python interpreter.GitHub starsmade-with-python
lumibotA very simple yet useful backtesting and sample based live trading framework (a bit slow to run...)GitHub starsmade-with-python
quanttraderBacktest and live trading in Python. Event based. Similar to backtesting.py.GitHub starsmade-with-python
gobacktestA Go implementation of event-driven backtesting frameworkGitHub starsmade-with-go
FlashFunkHigh Performance Runtime in RustGitHub starsmade-with-rust

General - Vector Based Frameworks

RepositoryDescriptionStarsMade with
vectorbtvectorbt takes a novel approach to backtesting: it operates entirely on pandas and NumPy objects, and is accelerated by Numba to analyze any data at speed and scale. This allows for testing of many thousands of strategies in seconds.GitHub starsmade-with-python
pysystemtradeSystematic Trading in python from book Systematic Trading by Rob CarverGitHub starsmade-with-python
btFlexible backtesting for Python based on Algo and Strategy TreeGitHub starsmade-with-python

Cryptocurrencies

RepositoryDescriptionStarsMade with
FreqtradeFreqtrade is a free and open source crypto trading bot written in Python. It is designed to support all major exchanges and be controlled via Telegram. It contains backtesting, plotting and money management tools as well as strategy optimization by machine learning.GitHub starsmade-with-python
JesseJesse is an advanced crypto trading framework which aims to simplify researching and defining trading strategies.GitHub starsmade-with-python
OctoBotCryptocurrency trading bot for TA, arbitrage and social trading with an advanced web interfaceGitHub starsmade-with-python
KelpKelp is a free and open-source trading bot for the Stellar DEX and 100+ centralized exchangesGitHub starsmade-with-go
openlimitsA Rust high performance cryptocurrency trading API with support for multiple exchanges and language wrappers.GitHub starsmade-with-rust
bTraderTriangle arbitrage trading bot for BinanceGitHub starsmade-with-rust
crypto-crawler-rsCrawl orderbook and trade messages from crypto exchangesGitHub starsmade-with-rust
HummingbotA client for crypto market makingGitHub starsmade-with-python
cryptotrader-coreSimple to use Crypto Exchange REST API client in rust.GitHub starsmade-with-rust

Trading bots

Trading bots and alpha models. Some of them are old and not maintained.

RepositoryDescriptionStarsMade with
BlackbirdBlackbird Bitcoin Arbitrage: a long/short

编辑推荐精选

Keevx

Keevx

AI数字人视频创作平台

Keevx 一款开箱即用的AI数字人视频创作平台,广泛适用于电商广告、企业培训与社媒宣传,让全球企业与个人创作者无需拍摄剪辑,就能快速生成多语言、高质量的专业视频。

即梦AI

即梦AI

一站式AI创作平台

提供 AI 驱动的图片、视频生成及数字人等功能,助力创意创作

扣子-AI办公

扣子-AI办公

AI办公助手,复杂任务高效处理

AI办公助手,复杂任务高效处理。办公效率低?扣子空间AI助手支持播客生成、PPT制作、网页开发及报告写作,覆盖科研、商业、舆情等领域的专家Agent 7x24小时响应,生活工作无缝切换,提升50%效率!

TRAE编程

TRAE编程

AI辅助编程,代码自动修复

Trae是一种自适应的集成开发环境(IDE),通过自动化和多元协作改变开发流程。利用Trae,团队能够更快速、精确地编写和部署代码,从而提高编程效率和项目交付速度。Trae具备上下文感知和代码自动完成功能,是提升开发效率的理想工具。

AI工具TraeAI IDE协作生产力转型热门
蛙蛙写作

蛙蛙写作

AI小说写作助手,一站式润色、改写、扩写

蛙蛙写作—国内先进的AI写作平台,涵盖小说、学术、社交媒体等多场景。提供续写、改写、润色等功能,助力创作者高效优化写作流程。界面简洁,功能全面,适合各类写作者提升内容品质和工作效率。

AI辅助写作AI工具蛙蛙写作AI写作工具学术助手办公助手营销助手AI助手
问小白

问小白

全能AI智能助手,随时解答生活与工作的多样问题

问小白,由元石科技研发的AI智能助手,快速准确地解答各种生活和工作问题,包括但不限于搜索、规划和社交互动,帮助用户在日常生活中提高效率,轻松管理个人事务。

热门AI助手AI对话AI工具聊天机器人
Transly

Transly

实时语音翻译/同声传译工具

Transly是一个多场景的AI大语言模型驱动的同声传译、专业翻译助手,它拥有超精准的音频识别翻译能力,几乎零延迟的使用体验和支持多国语言可以让你带它走遍全球,无论你是留学生、商务人士、韩剧美剧爱好者,还是出国游玩、多国会议、跨国追星等等,都可以满足你所有需要同传的场景需求,线上线下通用,扫除语言障碍,让全世界的语言交流不再有国界。

讯飞智文

讯飞智文

一键生成PPT和Word,让学习生活更轻松

讯飞智文是一个利用 AI 技术的项目,能够帮助用户生成 PPT 以及各类文档。无论是商业领域的市场分析报告、年度目标制定,还是学生群体的职业生涯规划、实习避坑指南,亦或是活动策划、旅游攻略等内容,它都能提供支持,帮助用户精准表达,轻松呈现各种信息。

AI办公办公工具AI工具讯飞智文AI在线生成PPTAI撰写助手多语种文档生成AI自动配图热门
讯飞星火

讯飞星火

深度推理能力全新升级,全面对标OpenAI o1

科大讯飞的星火大模型,支持语言理解、知识问答和文本创作等多功能,适用于多种文件和业务场景,提升办公和日常生活的效率。讯飞星火是一个提供丰富智能服务的平台,涵盖科技资讯、图像创作、写作辅助、编程解答、科研文献解读等功能,能为不同需求的用户提供便捷高效的帮助,助力用户轻松获取信息、解决问题,满足多样化使用场景。

热门AI开发模型训练AI工具讯飞星火大模型智能问答内容创作多语种支持智慧生活
Spark-TTS

Spark-TTS

一种基于大语言模型的高效单流解耦语音令牌文本到语音合成模型

Spark-TTS 是一个基于 PyTorch 的开源文本到语音合成项目,由多个知名机构联合参与。该项目提供了高效的 LLM(大语言模型)驱动的语音合成方案,支持语音克隆和语音创建功能,可通过命令行界面(CLI)和 Web UI 两种方式使用。用户可以根据需求调整语音的性别、音高、速度等参数,生成高质量的语音。该项目适用于多种场景,如有声读物制作、智能语音助手开发等。

下拉加载更多