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Stanislav's Projects

algotrading-example icon algotrading-example

algorithmic trading backtest and optimization examples using order book imbalances. (bitcoin, cryptocurrency, bitmex, binance futures, market making)

atspy icon atspy

AtsPy: Automated Time Series Models in Python (by @firmai)

crypto-rl icon crypto-rl

Deep Reinforcement Learning toolkit: record and replay cryptocurrency limit order book data & train a DDQN agent

datagene icon datagene

DataGene - Identify How Similar TS Datasets Are to One Another (by @firmai)

deltapy icon deltapy

DeltaPy - Tabular Data Augmentation (by @firmai)

hft-price-prediction icon hft-price-prediction

A project of using machine learning model (tree-based) to predict short-term instrument price up or down in high frequency trading.

hftbacktest icon hftbacktest

A high-frequency trading and market-making backtesting tool accounts for limit orders, queue positions, and latencies, utilizing full tick data for trades and order books.

machine-learning-and-quantitative-analysis icon machine-learning-and-quantitative-analysis

πŸ’°Step by steps to explore and analysis the data, build model by utilizing machine learning model or deep learning model, the tools include numpy, pandas,scipy,sklearn,tensorflow etc, or big data analysis with Apache Spark.

nautilus_trader icon nautilus_trader

A high-performance algorithmic trading platform and event-driven backtester

netdata icon netdata

Real-time performance monitoring, done right! https://www.netdata.cloud

pairstrade-fyp-2019 icon pairstrade-fyp-2019

We tested 3 approaches for Pair Trading: distance, cointegration and reinforcement learning approach.

pandapy icon pandapy

PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai)

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).

t-1000 icon t-1000

:zap: :zap: π˜‹π˜¦π˜¦π˜± π˜™π˜“ 𝘈𝘭𝘨𝘰𝘡𝘳𝘒π˜₯π˜ͺ𝘯𝘨 𝘸π˜ͺ𝘡𝘩 π˜™π˜’π˜Ί π˜ˆπ˜—π˜

wattnet-fx-trading icon wattnet-fx-trading

WATTNet: Learning to Trade FX with Hierarchical Spatio-Temporal Representations of Highly Multivariate Time Series

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