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46 search results found

Stock Prediction Models ⭐ 6,233

Gathers machine learning and deep learning models for Stock forecasting including trading bots and simulations

Financial Machine Learning ⭐ 5,277

A curated list of practical financial machine learning tools and applications.

Bulbea ⭐ 1,203

🐗 🐻 Deep Learning based Python Library for Stock Market Prediction and Modelling

Alphapy ⭐ 1,003

Automated Machine Learning [AutoML] with Python, scikit-learn, Keras, XGBoost, LightGBM, and CatBoost

Deep Finance ⭐ 942

Datasets, papers and books on AI & Finance.

Awesome Deep Trading ⭐ 799

List of awesome resources for machine learning-based algorithmic trading

Q Trader ⭐ 760

Deep Q-learning driven stock trader bot

Trading Bot ⭐ 758

Stock Trading Bot using Deep Q-Learning

Deepstock ⭐ 464

Technical experimentations to beat the stock market using deep learning 📈

Stockprediction ⭐ 461

Data and code of my Medium story on stock prediction with TensorFlow

Stock Price Prediction Lstm ⭐ 425

OHLC Average Prediction of Apple Inc. Using LSTM Recurrent Neural Network

Stock Analysis Engine ⭐ 414

Backtest 1000s of minute-by-minute trading algorithms for training AI with automated pricing data from: IEX, Tradier and FinViz. Datasets and trading performance automatically published to S3 for building AI training datasets for teaching DNNs how to trade. Runs on Kubernetes and docker-compose. >150 million trading history rows generated from +5000 algorithms. Heads up: Yahoo's Finance API was disabled on 2019-01-03 https://developer.yahoo.com/yql/

Real Time Stock Market Prediction ⭐ 395

In this repository, I have developed the entire server-side principal architecture for real-time stock market prediction with Machine Learning. I have used Tensorflow.js for constructing ml model architecture, and Kafka for real-time data streaming and pipelining.

Stock Prediction Deep Neural Learning ⭐ 385

Predicting stock prices using a TensorFlow LSTM (long short-term memory) neural network for times series forecasting

Deep Reinforcement Stock Trading ⭐ 382

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.

Test Stock Prediction Algorithms ⭐ 338

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

Deep Rl Trading ⭐ 248

playing idealized trading games with deep reinforcement learning

Stock Trading Ml ⭐ 238

A stock trading bot that uses machine learning to make price predictions.

Deeptrade ⭐ 211

A LSTM model using Risk Estimation loss function for stock trades in market

Deep Reinforcement Learning In Stock Trading ⭐ 188

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

Stocks Prediction Machine Learning Realtime Tensorflow ⭐ 184

Predict operation stocks points (buy-sell) with past technical patterns, and powerful machine-learning libraries such as: Sklearn.RandomForest , Sklearn.GradientBoosting, XGBoost, Google TensorFlow and Google TensorFlow LSTM..Real time Twitter:

Deep Portfolio Management Reinforcement Learning ⭐ 118

This repository presents our work during a project realized in the context of the IEOR 8100 RL Class at Columbia University.

Event Driven Stock Prediction Using Deep Learning ⭐ 108

A deep learning method for event driven stock market prediction. Deep learning is useful for event-driven stock price movement prediction by proposing a novel neural tensor network for learning event embedding, and using a deep convolutional neural network to model the combined influence of long-term events and short-term events on stock price movements

Stock Price Predictor ⭐ 107

This project seeks to utilize Deep Learning models, Long-Short Term Memory (LSTM) Neural Network algorithm, to predict stock prices.

Stock Market Scraper ⭐ 104

Scraps historical stock market data from Yahoo Finance (https://finance.yahoo.com/)

Nlp_papers ⭐ 104

NLP papers applicable to financial markets

Reinforcement_learning_financial_trading ⭐ 84

MATLAB example on how to use Reinforcement Learning for developing a financial trading model

Stock Volatility Google Trends ⭐ 70

Deep Learning Stock Volatility with Google Domestic Trends: https://arxiv.org/pdf/1512.04916.pdf

Time Series Forecasting Tensorflowjs ⭐ 69

Pull stock prices from online API and perform predictions using Long Short Term Memory (LSTM) with TensorFlow.js framework

Trading Stock Thailand ⭐ 64

Deep Learning In Asset Pricing ⭐ 64

https://arxiv.org/abs/1805.01104

Stock Price Trade Analyzer ⭐ 60

This is a Python 3.0 project for analyzing stock prices and methods of stock trading. It uses native Python tools and Google TensorFlow machine learning.

Automatic trading bot (WIP)

Strtsmrt ⭐ 57

Stock price trend prediction with news sentiment analysis using deep learning

Applying Deep Learning and NLP in Quantitative Trading

Time Series Transformer ⭐ 44

A data preprocessing package for time series data. Design for machine learning and deep learning.

Stock_price_prediction_with_rnns ⭐ 42

Implemented Recurrent Neural Networks in Keras with candlestick stock price information to predict future price movement.

Stockforecast ⭐ 42

🎯 predict the price trend of individual stocks using deep learning and natural language processing

Sparkdeepmlpgadow30 ⭐ 36

A Deep Neural-Network based (Deep MLP) Stock Trading System based on Evolutionary (Genetic Algorithm) Optimized Technical Analysis Parameters (using Apache Spark MLlib)

Rnn Stocks Prediction ⭐ 30

Another attempt to use Deep-Learning in the financial markets

Tesla Stocks Prediction ⭐ 29

The implementation of LSTM in TensorFlow used for the stock prediction.

Paper Implementation Dstp Rnn For Stock Prediction Based On Da Rnn ⭐ 24

基於DA-RNN之DSTP-RNN論文試做(Ver1.0)

Stock Prediction ⭐ 22

Implementation of stock technical indicators and deep LSTM for closing price 30-day lookahead predictions (for learning purposes only).

Stock Predictor V4 ⭐ 21

A reinforcement learning model specialized in stock prediction utilizing deep learning techniques, incorporating reward mechanisms, compatible with any machine equipped with Python.

Tutorials ⭐ 19

Machine Learning Tutorials & Fundamentals

Stock_market_reinforcement_learning ⭐ 19

Deeplearning For Quant ⭐ 16

本项目为深度学习在多因子量化选股中的一种实践

A financial deep learning library for stocks price prediction and comparison with traditional investment strategies. The Library is based on LSTM-Neural Networks and Conv1D + LSTM Neural Networks. Investments are subject to market risks, The AUTHOR HOLDS NO RESPONSIBILITY for any financial loss.

Forecast Of Time Series With Stock Data ⭐ 16

Comparative Analysis of Techniques for Forecasting Time Series in Financial Markets

Twse Captcha Solver Dl4j ⭐ 15

A deeplearning based captcha solver for http://bsr.twse.com.tw/bshtm/

Infinalys2 ⭐ 15

An AI capable of doing predictions on stocks on multiple time intervals

Stockey.ai ⭐ 15

Stock Prediction API Based on Tensorflow Framework

Deep_trading ⭐ 14

This project aims to select a supervised algorithm that can predict stock prices basing on historical data and use the predictor generated to form trading strategies.

Stock_price_movement_prediction_rnn_cnn_ffnn ⭐ 12

The random forest, FFNN, CNN and RNN models are developed to predict the movement of future trading price of Netflix (NFLX) stock using transaction data from the Limit Order Book (LOB).

Stock Market Predictions ⭐ 10

Predicting the stock market opening values using Deep learning's Model Recurrent Neural Networks which is a very powerful model.

Predicting The Closing Stock Price Of Apple Using Lstm ⭐ 10

In this project we will be looking at data from the stock market, particularly some technology stocks. We will learn how to use pandas to get stock information, visualize different aspects of it, and finally we will look at a few ways of analyzing the risk of a stock, based on its previous performance history.

Simple Stocks Deep Learning ⭐ 9

Use deep learning to predict future stock prices

Final Year Machine Learning Stock Price Prediction Project ⭐ 9

Final Year B.tech Project on Machine Learning Stock Prediction through Deep Learning

Deep Learning Stocks ⭐ 8

Stock_market ⭐ 8

Zfundpredictor ⭐ 8

A Fund Price Prediction Framework (LSTM-based, web scraping included) 天天基金网爬虫+基金预测

Event Embedding Stock Prediction ⭐ 8

Model news data in short, medium and long term for stock price trend prediction

Bert_stock_forecasting ⭐ 8

Stock price forecasting stuff with BERT

Ntua Multi Criteria Decision Analysis ⭐ 7

📈Multiple-Criteria Decision Analysis (MCDA) techniques enhanced with Deep Learning Techniques to solve a Securities Selection (Stocks) problem

Deep Learning Note ⭐ 7

Some notes and code test about Deep Learning

Stock_price_predictor ⭐ 7

Stock Price Predictor with Deep Learning

IEX Cloud API client in Go

Agent Trade ⭐ 6

Deep Reinforcement Learning system for trading the SPDR S&P 500

Order execution in the financial markets using Deep Reinforcement Learning.

Predict Stock With Lstm ⭐ 5

LSTM network that predicts stock momentum

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