Awesome Lists

awesome-ai-in-finance

by georgezouq

awesome listpushed almost 2 years ago

πŸ”¬ A curated list of awesome LLMs & deep learning strategies & tools in financial market.

AI summary

AI finance toolkit

A curated collection of resources and tools for applying artificial intelligence and machine learning to financial market analysis and trading.

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What's in the list

137 links in 22 sections, with live GitHub stats.activeno commit in 2y

LLMs

Papers

Courses & Books & Blogs

Strategies & Research / Time Series Data

  • stockpredictionai

    🌟🌟 - A complete process for predicting stock price movements

  • Personae

    🌟 - Implements and environment of Deep Reinforcement Learning & Supervised Learning for Quantitative Trading

  • Ensemble-Strategy

    🌟 - Deep Reinforcement Learning for Automated Stock Trading

  • FinRL

    A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative Finance

  • AutomatedStockTrading-DeepQ-Learning

    Build a Deep Q-learning reinforcement agent model as automated trading robot

  • tf_deep_rl_trader

    Trading environment(OpenAI Gym) + PPO(TensorForce)

  • trading-gym

    Trading agent to train with episode of short term trading itself

  • trading-rl

    Deep Reinforcement Learning for Financial Trading using Price Trailing

  • deep_rl_trader

    Trading environment(OpenAI Gym) + DDQN (Keras-RL)

  • Quantitative-Trading

    Papers and code implementing Quantitative-Trading

  • gym-trading

    Environment for reinforcement-learning algorithmic trading models

  • zenbrain

    A framework for machine-learning bots

  • DeepLearningNotes

    Machine learning in quant analysis

  • stock_market_reinforcement_learning

    Stock market trading OpenAI Gym environment with Deep Reinforcement Learning using Keras

  • Chaos Genius

    ML powered analytics engine for outlier/anomaly detection and root cause analysis

  • mlforecast

    Scalable machine learning based time series forecasting

Strategies & Research / Portfolio Management

  • Deep-Reinforcement-Stock-Trading

    A light-weight deep reinforcement learning framework for portfolio management

  • qtrader

    Reinforcement Learning for portfolio management

  • PGPortfolio

    A Deep Reinforcement Learning framework for the financial portfolio management problem

  • DeepDow

    Portfolio optimization with deep learning

Strategies & Research / High Frequency Trading

Strategies & Research / Event Drive

  • stockpredictionai

    🌟🌟 - Complete process for predicting stock price movements

  • trump2cash

    🌟 - A stock trading bot powered by Trump tweets

Strategies & Research / Crypto Currencies Strategies

Strategies & Research / Technical Analysis

  • quant-trading

    Python quantitative trading strategies

  • Gekko-Bot-Resources

    Gekko bot resources

  • gekko_tools

    Gekko strategies, tools etc

  • gekko RSI_WR

    Gekko RSI_WR strategies

  • gekko HL

    Calculate down peak and trade on

  • EthTradingAlgorithm

    Ethereum trading algorithm using Python 3.5 and the library ZipLine

  • gekko_trading_stuff

    Awesome crypto currency trading platform

  • forex.analytics

    Node.js native library performing technical analysis over an OHLC dataset with use of genetic algorithmv

  • Bitcoin_MACD_Strategy

    Bitcoin MACD crossover trading strategy backtest

  • crypto-signal

    Automated crypto trading & technical analysis (TA) bot for Bittrex, Binance, GDAX, and more

  • Gekko-Strategies

    Strategies to Gekko trading bot with backtests results and some useful tools

  • gekko-gannswing

    Gann's Swing trade strategy for Gekko trade bot

Strategies & Research / Lottery & Gamble

Strategies & Research / Arbitrage

  • ArbitrageBot

    Arbitrage bot that currently works on bittrex & poloniex

  • r2

    Automatic arbitrage trading system powered by Node.js + TypeScript

  • cryptocurrency-arbitrage

    A crypto currency arbitrage opportunity calculator. Over 800 currencies and 50 markets

  • bitcoin-arbitrage

    Bitcoin arbitrage opportunity detector

  • blackbird

    Long / short market-neutral strategy

Data Sources

  • Quandl

    🌟 - Get millions of financial and economic dataset from hundreds of publishers via a single free API

  • yahoo-finance

    Python module to get stock data from Yahoo! Finance

  • Tushare

    Crawling historical data of Chinese stocks

  • CryptoInscriber

    A live crypto currency historical trade data blotter. Download live historical trade data from any crypto exchange

  • Gekko-Datasets

    Gekko trading bot dataset dumps. Download and use history files in SQLite format

Research Tools

  • Synthical

    AI-powered collaborative environment for Research

  • TensorTrade

    🌟🌟 - Trade efficiently with reinforcement learning

  • ML-Quant

    Quant resources from ArXiv (sanity), SSRN, RePec, Journals, Podcasts, Videos, and Blogs

  • JAQS

    An open source quant strategies research platform

  • pyfolio

    Portfolio and risk analytics in Python

  • alphalens

    Performance analysis of predictive (alpha) stock factors

  • empyrical

    Common financial risk and performance metrics. Used by Zipline and pyfolio

  • zvt

    Zero vector trader

Trading System / Traditional Market

  • OpenBB

    🌟🌟🌟 - AI-powered opensource research and analytics workspace

  • zipline

    🌟🌟 - A python algorithmic trading library

  • TradingView

    🌟 - Get real-time information and market insights

  • rqalpha

    A extendable, replaceable Python algorithmic backtest & trading framework

  • backtrader

    Python backtesting library for trading strategies

  • kungfu

    Kungfu Master trading system

  • lean

    Algorithmic trading engine built for easy strategy research, backtesting and live trading

  • pylivetrader

    Python live trade execution library with zipline interface

  • CoinMarketCapBacktesting

    As backtest frameworks for coin trading strategy

Trading System / Crypto Currencies

  • zenbot

    Command-line crypto currency trading bot using Node.js and MongoDB

  • bot18

    High-frequency crypto currency trading bot developed by Zenbot

  • magic8bot

    Crypto currency trading bot using Node.js and MongoDB

  • catalyst

    An algorithmic trading library for Crypto-Assets in python

  • QuantResearchDev

    Quant Research dev & Traders open source project

  • MACD

    Zenbot MACD Auto-Trader

  • abu

    A quant trading system base on python

  • CoinMarketCapBacktesting

    Tests bt and Quantopian Zipline as backtesting frameworks for coin trading strategy

  • Gekko-BacktestTool

    Batch backtest, import and strategy params optimalization for Gekko Trading Bot

TA Lib

  • pandas_talib

    A Python Pandas implementation of technical analysis indicators

  • finta

    Common financial technical indicators implemented in Python-Pandas (70+ indicators)

  • tulipnode

    Official Node.js wrapper for Tulip Indicators. Provides over 100 technical analysis overlay and indicator functions

  • techan.js

    A visual, technical analysis and charting (Candlestick, OHLC, indicators) library built on D3

Exchange API

  • IbPy

    Python API for the Interactive Brokers on-line trading system

  • HuobiFeeder

    Connect HUOBIPRO exchange, get market/historical data for ABAT trading platform backtest analysis and live trading

  • ctpwrapper

    Shanghai future exchange CTP api

  • PENDAX

    Javascript SDK for Trading/Data API and Websockets for cryptocurrency exchanges like FTX, FTXUS, OKX, Bybit, & More

Exchange API / Framework

  • tf-quant-finance

    High-performance TensorFlow library for quantitative finance

Exchange API / Visualizing

  • playground

    Play with neural networks

  • netron

    Visualizer for deep learning and machine learning models

  • KLineChart

    Highly customizable professional lightweight financial charts

Exchange API / GYM Environment

  • TradingGym

    🌟 - Trading and Backtesting environment for training reinforcement learning agent

  • TradzQAI

    Trading environment for RL agents, backtesting and training

  • btgym

    Scalable, event-driven, deep-learning-friendly backtesting library

Articles

Others

  • zipline-tensorboard

    TensorBoard as a Zipline dashboard

  • gekko-quasar-ui

    An UI port for gekko trading bot using Quasar framework

  • Floom

    AI gateway and marketplace for developers, enables streamlined integration and least volatile approach of AI features into products

  • Stock-Prediction-Models

    🌟🌟🌟 - Stock-Prediction-Models, Gathers machine learning and deep learning models for Stock forecasting, included trading bots and simulations

  • Financial Machine Learning

    🌟🌟 - A curated list of practical financial machine learning (FinML) tools and applications. This collection is primarily in Python

  • Awesome-Quant-Machine-Learning-Trading

    🌟 - Quant / Algorithm trading resources with an emphasis on Machine Learning

  • awesome-quant

    A curated list of insanely awesome libraries, packages and resources for Quants (Quantitative Finance)

  • FinancePy

    A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives

  • Explore Finance Service Libraries & Projects

    Explore a curated list of Fintech popular & new libraries, top authors, trending project kits, discussions, tutorials & learning resources on kandi

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