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This trading-gym is the first trading for agent to train with episode of short term trading itself.

Jupyter Notebook 54 14 Updated Mar 22, 2019

Used Keras to build a model (CNNs + LSTMs) to predict the opening price change of the Dow Jones.

HTML 16 25 Updated Apr 21, 2019

This repository contains supporting examples which are referenced from posts published on www.quantandfinancial.com

Jupyter Notebook 50 68 Updated Jan 3, 2019

机器学习和量化分析学习进行中

Jupyter Notebook 202 147 Updated Feb 3, 2018

Implementation of some classic Machine Learning model from scratch and benchmarking against popular ML library

Jupyter Notebook 457 106 Updated Dec 4, 2018

ATR, SuperTrend, Heiken Ashi, Renko

Python 28 12 Updated Mar 31, 2018
Jupyter Notebook 1 Updated Jul 22, 2018
Jupyter Notebook 35 7 Updated Nov 14, 2018

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)i…

Python 129 51 Updated Apr 19, 2019

This is a submission for the "Predicting Stock Prices challenge" by @Sirajology on Youtube. [runner-up]

Python 185 91 Updated Jan 11, 2017

neuralnetworksanddeeplearning.com integrated scripts for Python 3.5.2 and Theano with CUDA support

Python 1,100 599 Updated Feb 22, 2019

Code samples for my book "Neural Networks and Deep Learning"

Python 9,123 4,467 Updated Jan 21, 2019

Using deep actor-critic model to learn best strategies in pair trading

Python 121 54 Updated May 18, 2017

Attempt to replicate: A deep learning framework for financial time series using stacked autoencoders and long- short term memory

Python 36 13 Updated Apr 1, 2018

CSCI 599 deep learning and its applications final project

Jupyter Notebook 57 26 Updated Mar 5, 2019

Companion code for the "Self Learning Quant" blog post

Python 200 104 Updated Nov 6, 2017

Team Buffalox8 predicts directional movement of stock prices.

Python 281 151 Updated Dec 13, 2013

Machine Learning for finance and investment introduction

Jupyter Notebook 155 94 Updated Feb 21, 2018

Python-based portfolio / stock widget(app) which sources data from Yahoo Finance and calculates different types of Value-at-Risk (VaR) metrics and many other (ex-post) risk/return characteristics b…

Python 15 4 Updated Apr 9, 2019

Uses Deep Convolutional Neural Networks (CNNs) to model the stock market using technical analysis. Predicts the future trend of stock selections.

Python 246 103 Updated Jul 3, 2017

code repository for Udacity nanodegree Artificial Intelligence for Trading

Jupyter Notebook 14 5 Updated Apr 9, 2019

High Frequency Trading Price Prediction using LSTM Recursive Neural Networks

Python 361 165 Updated May 21, 2016

CAIS++ Spring 2019 Project: Building an Agent to Trade with Reinforcement Learning

Jupyter Notebook 16 Updated Apr 18, 2019

Derivatives Analytics with Python (Wiley Finance)

Jupyter Notebook 198 176 Updated Nov 19, 2017

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

Python 364 103 Updated Apr 6, 2018

Use deep learning, genetic programming and other methods to predict stock and market movements

Python 163 65 Updated Sep 23, 2018

Supply a wrapper ``StockDataFrame`` based on the ``pandas.DataFrame`` with inline stock statistics/indicators support.

Python 401 119 Updated Aug 27, 2018

🔬 A collection for those AI (RL / DL / SL / Evoluation / Genetic Algorithm) used in financial market. otherwise, we add Technology Analysis / Alpha Research / Arbitrage and other useful strategies …

85 11 Updated Apr 30, 2019

An example and description to Reinforcement Learning DQN model and dataformats for trading

Jupyter Notebook 6 1 Updated Mar 30, 2019

A complete set of volatility estimators based on Euan Sinclair's Volatility Trading

Python 246 81 Updated Apr 16, 2019
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