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Liu Yehong's Projects

drl-trade icon drl-trade

OpenAI based DRL platform for market making.

gae icon gae

Generate Adversarial Ensemble

gym icon gym

A toolkit for developing and comparing reinforcement learning algorithms.

gym-trading icon gym-trading

Environment for reinforcement-learning algorithmic trading models

ib_insync icon ib_insync

Python sync/async framework for Interactive Brokers API

models icon models

Models and examples built with TensorFlow

ohlc icon ohlc

Alpha finding, strategy developing tool with automatic optimization.

pgportfolio icon pgportfolio

PGPortfolio: Policy Gradient Portfolio, the source code of "A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem"(https://arxiv.org/pdf/1706.10059.pdf).

q-trader icon q-trader

Deep Q-learning driven stock trader bot

qanet icon qanet

A Tensorflow implementation of QANet for machine reading comprehension

reinforcement-learning-in-portfolio-management- icon reinforcement-learning-in-portfolio-management-

In this paper, we implement three state-of-art continuous reinforcement learning algorithms, Deep Deterministic Policy Gradient (DDPG), Proximal Policy Optimization (PPO) and Policy Gradient (PG)in portfolio management.

rltrader icon rltrader

A cryptocurrency trading environment using deep reinforcement learning and OpenAI's gym

stable-baselines icon stable-baselines

A fork of OpenAI Baselines, implementations of reinforcement learning algorithms

stockpredictionai icon stockpredictionai

In this noteboook I will create a complete process for predicting stock price movements. Follow along and we will achieve some pretty good results. For that purpose we will use a Generative Adversarial Network (GAN) with LSTM, a type of Recurrent Neural Network, as generator, and a Convolutional Neural Network, CNN, as a discriminator. We use LSTM for the obvious reason that we are trying to predict time series data. Why we use GAN and specifically CNN as a discriminator? That is a good question: there are special sections on that later.

tensorflow icon tensorflow

Computation using data flow graphs for scalable machine learning

tensortrade icon tensortrade

An open source reinforcement learning framework for training, evaluating, and deploying robust trading agents.

tradinggym icon tradinggym

Trading and Backtesting environment for training reinforcement learning agent or simple rule base algo.

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