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A curated list of insanely awesome ML libraries

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A curated list of insanely awesome libraries, packages and resources for Quants (Quantitative Finance)

Languages

Python

R

Matlab

Julia

Java

JavaScript

Haskell

Scala

Ruby

CSharp

Frameworks - frameworks that support different languages

Reproducing Works - repositories that reproduce books and papers results or implement examples

Python

Numerical Libraries & Data Structures

numpy - NumPy is the fundamental package for scientific computing with Python.

scipy - SciPy (pronounced “Sigh Pie”) is a Python-based ecosystem of open-source software for mathematics, science, and engineering.

pandas - pandas is an open source, BSD-licensed library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language.

quantdsl - Domain specific language for quantitative analytics in finance and trading

statistics - Builtin Python library for all basic statistical calculations

sympy - SymPy is a Python library for symbolic mathematics.

pymc3 - Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Theano

Financial Instruments

PyQL - QuantLib's Python port

pyfin - Basic options pricing in Python

vollib - vollib is a python library for calculating option prices, implied volatility and greeks.

QuantPy - A framework for quantitative finance In python

Finance-Python - Python tools for Finance

ffn - A financial function library for Python

pynance - PyNance is open-source software for retrieving, analysing and visualizing data from stock and derivatives markets.

tia - Toolkit for integration and analysis

hasura/base-python-dash - Hasura quickstart to deploy Dash framework. Written on top of Flask, Plotly.js, and React.js, Dash is ideal for building data visualization apps with highly custom user interfaces in pure Python

hasura/base-python-bokeh - Hasura quickstart to visualize data with bokeh library

Trading & Backtesting

TA-Lib - perform technical analysis of financial market data

trade - trade is a Python framework for the development of financial applications.

zipline - Pythonic algorithmic trading library

QuantSoftware Toolkit - Python-based open source software framework designed to support portfolio construction and management.

quantitative - Quantitative finance, and backtesting library

analyzer - Python framework for real-time financial and backtesting trading strategies

bt - Flexible Backtesting for Python

backtrader - Python Backtesting library for trading strategies

pythalesians - Python library to backtest trading strategies, plot charts, seamlessly download market data, analyse market patterns etc.

pybacktest - Vectorized backtesting framework in Python / pandas, designed to make your backtesting easier.

pyalgotrade - Python Algorithmic Trading Library

tradingWithPython - A collection of functions and classes for Quantitative trading

pandas_talib - A Python Pandas implementation of technical analysis indicators

algobroker - This is an execution engine for algo trading

pysentosa - Python API for sentosa trading system

finmarketpy - Python library for backtesting trading strategies and analyzing financial markets

binary-martingale - Computer program to automatically trade binary options martingale style

Risk Analysis

pyfolio - Portfolio and risk analytics in Python

qrisk - Common financial risk and performance metrics

fecon235 - Computational tools for financial economics include: Gaussian Mixture model of leptokurtotic risk, adaptive Boltzmann portfolios.

finance - Financial Risk Calculations. Optimized for ease of use through class construction and operator overload.

qfrm - Quantitative Financial Risk Management: awesome OOP tools for measuring, managing and visualizing risk of financial instruments and portfolios.

visualize-wealth - Portfolio construction and quantitative analysis

VisualPortfolio - This tool is used to visualize the perfomance of a portfolio

Time Series

ARCH - ARCH models in Python

statsmodels - Python module that allows users to explore data, estimate statistical models, and perform statistical tests.

dynts - Python package for timeseries analysis and manipulation

PyFlux - Python library for timeseries modelling and inference (frequentist and Bayesian) on models

tsfresh - Automatic extraction of relevant features from time series

hasura/quandl-metabase - Hasura quickstart to visualize Quandl's timeseries datasets with Metabase

Calendars

tradingcalendar - Stock Exchange Trading Calendar

bizdays - Business days calculations and utilities

pandas_market_calendars - Exchange calendars to use with pandas for trading applications

Data Sources

findatapy - Python library to download market data via Bloomberg, Quandl, Yahoo etc.

googlefinance - Python module to get real-time stock data from Google Finance API

yahoo-finance - Python module to get stock data from Yahoo! Finance

pandas-datareader - Python module to get data from various sources (Google Finance, Yahoo Finance, FRED, OECD, Fama/French, World Bank, Eurostat...) into Pandas datastructures such as DataFrame, Panel with a caching mechanism

pandas-finance - High level API for access to and analysis of financial data

pyhoofinance - Rapidly queries Yahoo Finance for multiple tickers and returns typed data for analysis

yfinanceapi - Finance API for Python

yql-finance - yql-finance is simple and fast https://developer.yahoo.com/yql/console/ python API. API returns stock closing prices for current period of time and current stock ticker (i.e. APPL, GOOGL).

ystockquote - Retrieve stock quote data from Yahoo Finance

wallstreet - Real time stock and option data

stock_extractor - General Purpose Stock Extractors from Online Resources

Stockex - Python wrapper for Yahoo! Finance API

finsymbols - Obtains stock symbols and relating information for SP500, AMEX, NYSE, and NASDAQ

FRB - Python Client for FRED® API

inquisitor - Python Interface to Inquirim.com API

yfi - Yahoo! YQL library

chinesestockapi - Python API to get Chinese stock price

exchange - Get current exchange rate

ticks - Simple command line tool to get stock ticker data

pybbg - Python interface to Bloomberg COM APIs

ccy - Python module for currencies

tushare - A utility for crawling historical and Real-time Quotes data of China stocks

jsm - Get the japanese stock market data

cn_stock_src - Utility for retrieving basic China stock data from different sources

coinmarketcap - Python API for coinmarketcap

after-hours - Obtain pre market and after hours stock prices for a given symbol

bronto-python - Bronto API Integration for Python

pytdx - Python Interface for retrieving chinese stock realtime quote data from TongDaXin Nodes

pdblp - A simple interface to integrate pandas and the Bloomberg Open API

tiingo - Python interface for daily composite prices/OHLC/Volume + Real-time News Feeds, powered by the Tiingo Data Platform.

IEX - Python Interface for retrieving real-time and historical prices and equities data from The Investor's Exchange.

Excel Integration

xlwings - Make Excel fly with Python!

openpyxl - Read/Write Excel 2007 xlsx/xlsm files

xlrd - Library for developers to extract data from Microsoft Excel spreadsheet files

xlsxwriter - Write files in the Excel 2007+ XLSX file format

xlwt - Library to create spreadsheet files compatible with MS Excel 97/2000/XP/2003 XLS files, on any platform.

DataNitro - DataNitro also offers full-featured Python-Excel integration, including UDFs. Trial downloads are available, but users must purchase a license.

xlloop - XLLoop is an open source framework for implementing Excel user-defined functions (UDFs) on a centralised server (a function server).

expy - The ExPy add-in allows easy use of Python directly from within an Microsoft Excel spreadsheet, both to execute arbitrary code and to define new Excel functions.

pyxll - PyXLL is an Excel add-in that enables you to extend Excel using nothing but Python code.

R

Numerical Libraries & Data Structures

xts - eXtensible Time Series: Provide for uniform handling of R's different time-based data classes by extending zoo, maximizing native format information preservation and allowing for user level customization and extension, while simplifying cross-class interoperability.

data.table - Extension of data.frame: Fast aggregation of large data (e.g. 100GB in RAM), fast ordered joins, fast add/modify/delete of columns by group using no copies at all, list columns and a fast file reader (fread). Offers a natural and flexible syntax, for faster development.

TSdbi - Provides a common interface to time series databases.

tseries - Time Series Analysis and Computational Finance.

its - Irregular time series.

zoo - S3 Infrastructure for Regular and Irregular Time Series (Z's Ordered Observations).

tis - Functions and S3 classes for time indexes and time indexed series, which are compatible with FAME frequencies.

tfplot - Utilities for simple manipulation and quick plotting of time series data.

tframe - A kernel of functions for programming time series methods in a way that is relatively independently of the representation of time.

Data Sources

IBrokers - Provides native R access to Interactive Brokers Trader Workstation API.

Rblpapi - An R Interface to 'Bloomberg' is provided via the 'Blp API'.

Quandl - Get Financial Data Directly Into R.

Rbitcoin - Unified markets API interface (bitstamp, kraken, btce, bitmarket).

GetTDData - Downloads and aggregates data for Brazilian government issued bonds directly from the website of Tesouro Direto.

GetHFData - Downloads and aggregates high frequency trading data for Brazilian instruments directly from Bovespa ftp site.

Financial Instruments

RQuantLib - RQuantLib connects GNU R with QuantLib.

quantmod - Quantitative Financial Modelling Framework

Rmetrics - The premier open source software solution for teaching and training quantitative finance

fAsianOptions - EBM and Asian Option Valuation

fAssets - Analysing and Modelling Financial Assets

fBasics - Markets and Basic Statistics

fBonds - Bonds and Interest Rate Models

fExoticOptions - Exotic Option Valuation

fOptions - Pricing and Evaluating Basic Options

fPortfolio - Portfolio Selection and Optimization

portfolio - Analysing equity portfolios

portfolioSim - Framework for simulating equity portfolio strategies

stockPortfolio - Build stock models and analyze stock portfolios

financial - Time value of money, cash flows and other financial functions.

sde - Simulation and Inference for Stochastic Differential Equations

termstrc - Zero-coupon Yield Curve Estimation

YieldCurve - Modelling and estimation of the yield curve

SmithWilsonYieldCurve - Constructs a yield curve by the Smith-Wilson method from a table of LIBOR and SWAP rates

ycinterextra - Yield curve or zero-coupon prices interpolation and extrapolation

opefimor - Option Pricing and Estimation of Financial Models in R

maRketSim - Market simulator for R

AmericanCallOpt - This package includes pricing function for selected American call options with underlying assets that generate payouts

VarSwapPrice - Pricing a variance swap on an equity index

RND - Risk Neutral Density Extraction Package

LSMonteCarlo - American options pricing with Least Squares Monte Carlo method

OptHedging - Estimation of value and hedging strategy of call and put options

tvm - Time Value of Money Functions

OptionPricing - Option Pricing with Efficient Simulation Algorithms

credule - Credit Default Swap Functions

derivmkts - Functions and R Code to Accompany Derivatives Markets

FinCal - Package for time value of money calculation, time series analysis and computational finance

r-quant - R code for quantitative analysis in finance

binary_options - predicting stock direction for binary option trading

options.studies - options trading studies functions for use with options.data package and shiny

Trading

TA-Lib - perform technical analysis of financial market data

backtest - Exploring Portfolio-Based Conjectures About Financial Instruments

pa - Performance Attribution for Equity Portfolios

TTR - Technical Trading Rules

QuantTools - Enhanced Quantitative Trading Modelling

Risk Analysis

PerformanceAnalytics - Econometric tools for performance and risk analysis

Time Series

tseries - Time Series Analysis and Computational Finance

zoo - S3 Infrastructure for Regular and Irregular Time Series (Z's Ordered Observations)

xts - eXtensible Time Series

fGarch - Rmetrics - Autoregressive Conditional Heteroskedastic Modelling

timeSeries - Rmetrics - Financial Time Series Objects

rugarch - Univariate GARCH Models

rmgarch - Multivariate GARCH Models

Calendars

RQuantLib

timeDate - Chronological and Calendar Objects

bizdays - Business days calculations and utilities

Matlab

FrameWorks

QUANTAXIS - Integrated Quantitative Toolbox with Matlab

Julia

QuantLib.jl - Quantlib implementation in pure Julia.

FinancialMarkets.jl - Describe and model financial markets objects using Julia

Ito.jl - A Julia package for quantitative finance

TALib.jl - A Julia wrapper for TA-Lib

Miletus.jl - A financial contract definition, modeling language, and valuation framework

Temporal.jl - Flexible and efficient time series class & methods

Indicators.jl - Financial market technical analysis & indicators on top of Temporal

Strategems.jl - Quantitative systematic trading strategy development and backtesting

TimeSeries.jl - Time series toolkit for Julia

MarketTechnicals.jl - Technical analysis of financial time series on top of TimeSeries

MarketData.jl - Time series market data

TimeFrames.jl - A Julia library that defines TimeFrame (essentially for resampling TimeSeries)

Java

JQuantLib - JQuantLib is a free, open-source, comprehensive framework for quantitative finance, written in 100% Java.

finmat.net - Java library with algorithms and methodologies related to mathematical finance.

quantcomponents - Free Java components for Quantitative Finance and Algorithmic Trading

DRIP - Fixed Income, Asset Allocation, Transaction Cost Analysis, XVA Metrics Libraries.

JavaScript

Data Visualization

QUANTAXIS_Visualziation an awesome visualization center based on quantaxis

Haskell

quantfin - quant finance in pure haskell

hqfl - Haskell Quantitative Finance Library

Scala

QuantScale - Scala Quantitative Finance Library

Scala Quant Scala library for working with stock data from IFTTT recipes or Google Finance.

Ruby

Jiji - Open Source Forex algorithmic trading framework using OANDA REST API.

Frameworks

QuantLib - The QuantLib project is aimed at providing a comprehensive software framework for quantitative finance.

JQuantLib - Java port

RQuantLib - R port

QuantLibAddin - Excel support

QuantLibXL - Excel support

QLNet - .Net port

PyQL - Python port

QuantLib.jl - Julia port

TA-Lib - perform technical analysis of financial market data

CSharp

QuantConnect - Lean Engine is an open-source fully managed C# algorithmic trading engine built for desktop and cloud usage.

Reproducing Works

Derman Papers - Notebooks that replicate original quantitative finance papers from Emanuel Derman.

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

quant - Quantitative Finance and Algorithmic Trading exhaust; mostly ipython notebooks based on Quantopian, Zipline, or Pandas.


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