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ai-stuff's Projects

qtrader icon qtrader

Reinforcement Learning for Portfolio Management

quant icon quant

Quantitative Finance and Algorithmic Trading

quantstats icon quantstats

Portfolio analytics for quants, written in Python

rainbow icon rainbow

Rainbow: Combining Improvements in Deep Reinforcement Learning

ray icon ray

An open source framework that provides a simple, universal API for building distributed applications. Ray is packaged with RLlib, a scalable reinforcement learning library, and Tune, a scalable hyperparameter tuning library.

reagent icon reagent

A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)

real-estate-property-fraud icon real-estate-property-fraud

Unsupervised fraud detection model that can identify likely candidates of fraud within the NYC Department of Finance Property Valuation and Assessment database

research_documents_curation_with_nlp icon research_documents_curation_with_nlp

Applied Finance Project from UCLA Anderson, using natural language processing techniques to classify and summarize quantitative finance research papers

risk_estimation icon risk_estimation

Efficient financial risk estimation via computer experiment design (regression + variance-reduced sampling)

rl-adventure icon rl-adventure

Pytorch Implementation of DQN / DDQN / Prioritized replay/ noisy networks/ distributional values/ Rainbow/ hierarchical RL

rl-adventure-2 icon rl-adventure-2

PyTorch0.4 implementation of: actor critic / proximal policy optimization / acer / ddpg / twin dueling ddpg / soft actor critic / generative adversarial imitation learning / hindsight experience replay

rl-finance icon rl-finance

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

rm-qf icon rm-qf

Research Methodology for Quant Finance and Fintech by Jaehyuk Choi and Xianhua Peng

sec_employee_information_extraction icon sec_employee_information_extraction

NSS Capstone project to use natural language modeling, classification, and information extraction to get the exact employee count values for companies from SEC filings.

self_driving_pi_car icon self_driving_pi_car

A deep neural network based self-driving car, that combines Lego Mindstorms NXT with the computational power of a Raspberry Pi 3.

slm-lab icon slm-lab

Modular Deep Reinforcement Learning framework in PyTorch. Companion library of the book "Foundations of Deep Reinforcement Learning".

snns icon snns

Tutorials and implementations for "Self-normalizing networks"

spacy icon spacy

💫 Industrial-strength Natural Language Processing (NLP) with Python and Cython

spinningup icon spinningup

An educational resource to help anyone learn deep 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/

stock2vec icon stock2vec

Variational Reccurrent Autoencoder for Embedding stocks to vectors based on the price history

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