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Arnold's Projects

rl_trading icon rl_trading

An environment to high-frequency trading agents under reinforcement learning

stock-analysis-engine icon stock-analysis-engine

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/

stock-price-predictions icon stock-price-predictions

We compiled the analyst reports from Morningstar for 15 largest companies in retail and technology sector and extracted the specific text. Then extracteed sentiments using VADER general sentiment lexicon and through Loughran and MCdonald financial sentiment lexicon. S&P Capital IQ and Yahoo Finance was also our data source. We applied statistical modeling, both linear and logisitc regressions to predict the percentage change in the stock price from day of publication of report to 3 time periods and our model showed some sigificant results with over 95% accuracy and validated our hypothesis.

stocksight icon stocksight

Crowd-sourced stock analyzer and predictor using Elasticsearch, Twitter, News headlines and Python natural language processing and sentiment analysis

stocktrends icon stocktrends

A python package to calculate trends in stocks using Renko, PnF, LineBreak etc

support_resistance icon support_resistance

Small package that helps to find support and resistance levels and plot them on chart

trading-gym icon trading-gym

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

tradinggym icon tradinggym

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

tulipy icon tulipy

Tulipy - Financial Technical Analysis Indicator Library (Python bindings for https://github.com/TulipCharts/tulipindicators)

tutorials icon tutorials

Jupyter notebook tutorials from QuantConnect website for Python, Finance and LEAN.

viraminer icon viraminer

CNN based classifier for detecting viral sequences among metagenomic contigs

yahoofinance icon yahoofinance

Analyst Opinions, Estimates and Market data - Web Crawling

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