A light-weight deep reinforcement learning framework for portfolio management. This project explores the possibility of applying deep reinforcement learning algorithms to stock trading in a highly modular and scalable framework.
☆692Nov 6, 2024Updated last year
Alternatives and similar repositories for Deep-Reinforcement-Stock-Trading
Users that are interested in Deep-Reinforcement-Stock-Trading are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Deep Q-learning driven stock trader bot☆906Nov 26, 2023Updated 2 years ago
- Trading Environment(OpenAI Gym) + DDQN (Keras-RL)☆420Dec 8, 2022Updated 3 years ago
- Trading Environment(OpenAI Gym) + PPO(TensorForce)☆255Dec 8, 2022Updated 3 years ago
- Deep Reinforcement Learning for Financial Trading using Price Trailing @ ICASSP 2019☆223Mar 24, 2023Updated 3 years ago
- Deep Reinforcement Learning For Trading☆108Feb 1, 2024Updated 2 years ago
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- Every day, millions of traders around the world are trying to make money by trading stocks. These days, physical traders are also being r…☆287Aug 31, 2021Updated 4 years ago
- This repository provides the code for a Reinforcement Learning trading agent with its trading environment that works with both simulated …☆219Nov 18, 2023Updated 2 years ago
- FinRL-X: An AI-Native Modular Infrastructure for Quantitative Trading☆2,782Updated this week
- Deep LSTM Duel DQN Reinforcement Learning Forex EUR/USD Trader☆194Dec 8, 2022Updated 3 years ago
- An RL model that uses double deep Q learning to generate an optimal policy of stock market trades☆106Dec 8, 2022Updated 3 years ago
- playing idealized trading games with deep reinforcement learning☆360Jun 15, 2021Updated 4 years ago
- Using deep actor-critic model to learn best strategies in pair trading☆322May 18, 2017Updated 8 years ago
- FinRL® Tutorials. Please star.☆1,188Mar 28, 2025Updated last year
- Stock Trading Bot using Deep Q-Learning☆1,151Dec 3, 2023Updated 2 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click and start building anything your business needs.
- Trading and Backtesting environment for training reinforcement learning agent or simple rule base algo.☆1,855Feb 11, 2024Updated 2 years ago
- This trading-gym is the first trading for agent to train with episode of short term trading itself.☆233Dec 8, 2022Updated 3 years ago
- List of awesome resources for machine learning-based algorithmic trading☆1,841Aug 8, 2023Updated 2 years ago
- This repository presents our work during a project realized in the context of the IEOR 8100 RL Class at Columbia University.☆257Feb 7, 2022Updated 4 years ago
- Trading with recurrent actor-critic reinforcement learning☆437Jan 24, 2023Updated 3 years ago
- ☆207Feb 13, 2026Updated last month
- A portfolio optimization framework leveraging Deep Reinforcement Learning (DRL) and a custom trading environment☆13Aug 12, 2020Updated 5 years ago
- Environment for reinforcement-learning algorithmic trading models☆712Feb 26, 2018Updated 8 years ago
- FinRL®: Financial Reinforcement Learning. 🔥☆14,606Updated this week
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- Experimental code supporting the results presented in the scientific research paper entitled "An Application of Deep Reinforcement Learni…☆213Nov 24, 2021Updated 4 years ago
- A Reinforcement Learning based Stock Trader with multiple backends☆32Jun 26, 2020Updated 5 years ago
- This project implements the two deep reinforcement learning algorithms on portfolio management☆55Aug 30, 2018Updated 7 years ago
- PGPortfolio: Policy Gradient Portfolio, the source code of "A Deep Reinforcement Learning Framework for the Financial Portfolio Managemen…☆1,852Oct 9, 2021Updated 4 years ago
- Implementation of Reinforcement Learning in Pair Trading☆11Jul 4, 2025Updated 8 months ago
- Portfolio optimization with deep learning.☆1,119Jan 24, 2024Updated 2 years ago
- ☆15Jan 11, 2021Updated 5 years ago
- Trading Gym is an open source project for the development of reinforcement learning algorithms in the context of trading.☆222Sep 23, 2024Updated last year
- The most simple, flexible, and comprehensive OpenAI Gym trading environment (Approved by OpenAI Gym)☆2,376Mar 14, 2024Updated 2 years ago
- DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Advances in Financial Machine Learning☆800Jan 11, 2023Updated 3 years ago
- A deep learning model for Financial Signal Representation and Trading☆77Nov 4, 2018Updated 7 years ago
- This program trains an agent: StarTrader to trade like a human using a deep reinforcement learning algorithm: deep deterministic policy g…☆108Sep 12, 2019Updated 6 years ago
- Practical Deep Reinforcement Learning Approach for Stock Trading. NeurIPS 2018 AI in Finance.☆98Mar 15, 2024Updated 2 years ago
- Deep Reinforcement Learning methods for facilitating Automated Stock Trading☆21May 22, 2021Updated 4 years ago
- Deep Learning and Machine Learning stocks represent promising opportunities for both long-term and short-term investors and traders.☆1,723Mar 1, 2024Updated 2 years ago
- Performing a trading strategy using deep deterministic policy gradients to know when to buy, hold or sell stocks in a virtual environment…☆59Apr 8, 2019Updated 6 years ago