This MLOps project productionizes a Deep Reinforcement Learning agent with a scalable, distributed data streaming infrastructure using Kafka and Ray. A thorough walkthrough of the code is described in this article on medium: https://ryanraymartin.medium.com/deep-reinforcement-learning-for-stock-trading-with-kafka-and-rllib-d738b9634675
☆31Apr 24, 2021Updated 5 years ago
Alternatives and similar repositories for rl-trader
Users that are interested in rl-trader are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Paper: https://arxiv.org/pdf/2008.12275.pdf☆31Aug 29, 2020Updated 5 years ago
- Backtesting tool on tick data☆11Jan 30, 2017Updated 9 years ago
- ☆11Oct 6, 2020Updated 5 years ago
- LSTM Neural Network for Time Series Prediction (master): LSTM built using Keras Python package to predict time series steps and sequences…☆11Jul 24, 2019Updated 7 years ago
- Project includes scripts to set up a securities master database with stock and ETF timeseries data☆11Apr 20, 2016Updated 10 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Code for the paper "Minimum-Delay Adaptation in Non-Stationary Reinforcement Learning via Online High-Confidence Change-Point Detection"☆11Aug 7, 2023Updated 2 years ago
- Implementation of Perceiver, General Perception with Iterative Attention, in Pytorch☆14Mar 13, 2025Updated last year
- This repo contains some codes and outputs of my implementation of DeepLOB model.☆96Mar 12, 2021Updated 5 years ago
- This is for the capstone project "Optimal Execution of a VWAP order".☆42Nov 21, 2019Updated 6 years ago
- Collection of Models related to market making☆18Jan 25, 2021Updated 5 years ago
- LSTM stock prediction and backtesting☆14Jan 11, 2020Updated 6 years ago
- This is the final project of Statistical Arbitrage course and it aims to apply pairs trading in high frequency data to realize auto-tradi…☆18Oct 26, 2018Updated 7 years ago
- ☆11Aug 22, 2023Updated 2 years ago
- MarketGPT: Developing a Pre-trained transformer (GPT) for Modeling Financial Time Series☆19Sep 5, 2025Updated 10 months ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Fetch data (futures, stock, coming next => options) from IBKR for local use.☆19Mar 23, 2021Updated 5 years ago
- This repo contains my reimplementation and improvement of DeepLOB model.☆32Apr 22, 2021Updated 5 years ago
- Code for paper Stock trading rule discovery with double deep Q-network☆14May 27, 2023Updated 3 years ago
- An Automated Trading System for managing and executing multiple trading strategies via Interactive Brokers.☆19Oct 14, 2024Updated last year
- Baselines of reinforcement learning trading agents for China stock market☆18Jul 28, 2021Updated 4 years ago
- ☆30Mar 10, 2026Updated 4 months ago
- pylambertw - sklearn interface to analyze and gaussianize heavy-tailed, skewed data☆16Apr 15, 2024Updated 2 years ago
- Official implementation of PRUDEX-Compass☆53Jun 21, 2023Updated 3 years ago
- Limit Order Book for high-frequency trading (HFT) strategies using data science approaches☆24Dec 12, 2021Updated 4 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- All the details for our UAVs Jammming Detection project☆13Feb 20, 2023Updated 3 years ago
- ☆16Apr 27, 2021Updated 5 years ago
- Incrementally compute an approximate truncated singular value decomposition☆19Jun 29, 2026Updated 3 weeks ago
- ☆13May 27, 2023Updated 3 years ago
- Order Imbalance Strategy in High Frequency Trading☆148Jun 4, 2018Updated 8 years ago
- ☆144Jul 19, 2024Updated 2 years ago
- WATERMELON: Multi-Agent Reinforcement Learning Based Algorithmic Stock Trading System with GUI Application☆18Sep 8, 2022Updated 3 years ago
- Deep RL (PPO) agent that manages a Uniswap V3 concentrated liquidity position, deciding when to hold, collect fees, or rebalance. Trai…☆176Updated this week
- Machine learning trading method using meta-labeling. You can see the details in 'Advances in Financial Machine Learning' by Lopez de Prad…☆16Jul 20, 2021Updated 5 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- This project is to develop tools for investment decision-making and make investment analysis using data science techniques.☆55Jan 3, 2023Updated 3 years ago
- JAX-LOB: A GPU-Accelerated limit order book simulator to unlock large scale reinforcement learning for trading☆142Mar 16, 2026Updated 4 months ago
- Trading Robot based on LSTM-PPO☆30Dec 27, 2019Updated 6 years ago
- 🔴 Real-Time Object Detection on a Livestream with TensorFlow.js☆14Apr 13, 2020Updated 6 years ago
- Deep direct reinforcement learning for financial signal representation and trading☆31Oct 7, 2020Updated 5 years ago
- ☆13Sep 12, 2024Updated last year
- Lambert W function and Lambert W x F distributions in pytorch☆17Aug 11, 2025Updated 11 months ago