ChatGPT for FinTech
FinRL Blogs
A good survey paper:
Hambly, Ben, Renyuan Xu, and Huining Yang. "Recent advances in reinforcement learning in finance. " arXiv preprint arXiv:2112.04553, 2021 .
It is a byproduct from our weekly meetings, may be useful for newcomers.
The selection procedure is as follows: 1). recommendation from group members, 2). evaluation by core members after survey, 3). discussion and evalutation at our weekly meetings.
Giller, Graham L. Adventures in Financial Data Science: The empirical properties of financial data and some other things that interested me. Vol. 1. Giller Investments (New Jersey), LLC, 2020.
Project
Stars
Recommendation
Description
FinRL-Meta 550+
⭐⭐⭐⭐⭐
A metaverse for financial deep reinforcement learning. Now providing dynamic market environments for stock, cryptocurrency, forex, paper/live trading, etc.
CCXT 26.9k
⭐⭐⭐⭐⭐
A JavaScript/Python/PHP crypto trading API
StockSharp 5.4k
⭐⭐⭐⭐
Algorithmic trading for stock markets, forex, bitcoins and options
TuShare 11.9k
⭐⭐⭐
Crawling historical data of CN stocks
yfinance 8.5k
⭐⭐⭐
Provide market historical data, easy to connect and use
Binance 3.0k
⭐⭐⭐
A well developed crypto trading platform
Alpaca 1.7k
⭐⭐⭐
API for free stock trading, supporting paper/live trading
WRDS 96
⭐⭐
A python data access library for academic usage
Project
Stars
Recommendation
Description
TA-Lib 7.3k
⭐⭐⭐⭐⭐
For trading software developers requiring to perform technical analysis of financial market data
Clairvoyant 2.3k
⭐⭐⭐
Identify and monitor social/historical cues for short term stock movement
FinanceDatabase 1.5k
⭐⭐⭐
Database of symbols containing Equities, ETFs, Funds, Indices, Currencies, Cryptocurrencies and Money Markets
Project
Stars
Recommendation
Description
ML for Trading 6.6k
⭐⭐⭐⭐⭐
A book shows how ML can add value to algorithmic trading strategies in a practical yet comprehensive way
Qlib 10.2k
⭐⭐⭐⭐
An AI-oriented quantitative investment platform with full ML pipeline
Stock-Prediction-Models 5.8k
⭐⭐⭐⭐
Machine learning and deep learning models for Stock forecasting
TF Quant Finance 3.6k
⭐⭐⭐
A TensorFlow library for quantitative finance by Google
Adv_Fin_ML_Exercises 1.4k
⭐⭐⭐
Experimental solutions to selected exercises from the book Advances in Financial Machine Learning by Marcos Lopez De Prado
AlphaPy 840+
⭐⭐⭐
A machine learning framework for both speculators and data scientists
fin-ml 400+
⭐⭐⭐
Code to the case studies in the book Machine Learning and Data Science Blueprints for Finance
stockpredictionai 3.6k
⭐⭐
A notebook of complete process for predicting stock price movements
MLFinLab 3.3k
⭐⭐
Using ML to design strategies. Now close source, codes no longer available
Project
Stars
Recommendation
Description
FinRL 6.6k
⭐⭐⭐⭐⭐
The first open-source project for financial reinforcement learning, provide full pipeline of using DRL in financial tasks
ElegantRL 2.5k
⭐⭐⭐⭐⭐
Scalable and elastic deep reinforcement learning library using PyTorch
tensortrade 4.1k
⭐⭐⭐⭐
An RL framework for training, evaluating, and deploying robust trading agents
FinRL-Trading 1.3k
⭐⭐⭐⭐
Ensemble strategy and live trading using DRL
gym-anytrading 1.4k
⭐⭐⭐
OpenAI Gym trading environment
Project
Stars
Recommendation
Description
Project
Stars
Recommendation
Description
ML_for_Stock_Recomm 34
⭐⭐
A Practical Machine Learning Approach for Dynamic Stock Recommendation
Project
Stars
Recommendation
Description
HFT-LOB-Trading-ML 1.3k
⭐⭐⭐
Providing the solutions for high-frequency trading (HFT) strategies using data science approaches (Machine Learning) on Full Orderbook Tick Data.
Project
Stars
Recommendation
Description
PyPortfolioOpt 3.2k
⭐⭐⭐⭐
Financial portfolio optimisation in python, including classical efficient frontier, Black-Litterman, Hierarchical Risk Parity
OLPS 300
⭐⭐
A toolbox for On-Line Portfolio Selection
Project
Stars
Recommendation
Description
NumPy 21.5k
⭐⭐⭐⭐⭐
The fundamental package for scientific computing with Python, used by many other python libraries
Azure HPC ➖
⭐⭐⭐
Azure high-performance computing (HPC) for financial services, provided by Microsoft Azure
Project
Stars
Recommendation
Description
QuantConnect 7.0k
⭐⭐⭐⭐
An algorithmic trading engine built for easy strategy research, backtesting and live trading
HFT-LOB-Trading-ML 1.3k
⭐⭐⭐
Providing the solutions for high-frequency trading (HFT) strategies using data science approaches (Machine Learning) on Full Orderbook Tick Data
Project
Stars
Recommendation
Description
TradingGym 1。1k
⭐⭐⭐
"A toolkit for training and backtesting the reinforcement learning algorithms". Has pretty good dynamic rendering.
mplfinance 2.5k
⭐⭐⭐
Using Matplotlib to visualize financial data and market data
Rendering using Matplotlib and Gym -
⭐⭐⭐
A blog written by the main contributor of TensorTrading
Feedback: If you have any ideas or you want any other content to be added to this list, feel free to recommend.