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Repo-Updater Wiki-Generator Repo-Search Gitter


🌟 We Are Growing!

We're seeking to collaborate with motivated, independent PhD graduates or doctoral students on approximately seven new projects in 2024. If you’re interested in contributing to cutting-edge investment insights and data analysis, please get in touch! This could be in colaboration with a university or as independent study.

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🚀 About Sov.ai

Sov.ai is at the forefront of integrating advanced machine learning techniques with financial data analysis to revolutionize investment strategies. We are working with 3 of the top 10 quantitative hedge funds, and with many mid-sized and boutique firms.

Our platform leverages diverse data sources and innovative algorithms to deliver actionable insights that drive smarter investment decisions.

By joining Sov.ai, you'll be part of a dynamic research team dedicated to pushing the boundaries of what's possible in finance through technology. Before expressing your interest, please be aware that the research will be predominantly challenging and experimental in nature.

🔍 Research and Project Opportunities

We offer a wide range of projects that cater to various interests and expertise within machine learning and finance. Some of the exciting recent projects include:

  • Predictive Modeling with GitHub Logs: Develop models to predict market trends and investment opportunities using GitHub activity and developer data.
  • Satallite Data Analysis: Explore non-traditional data sources such as social media sentiment, satellite imagery, or web traffic to enhance financial forecasting.
  • Data Imputation Techniques: Investigate new methods for handling missing or incomplete data to improve the robustness and accuracy of our models.

Please visit docs.sov.ai for more information on public projects that have made it into the subscription product. If you already have a corporate sponsor, we are also happy to work with them.

🌐 Why Join Sov.ai?

  • Innovative Environment: Engage with the latest technologies and methodologies in machine learning and finance.
  • Collaborative Team: Work alongside a team of experts passionate about driving innovation in investment insights.
  • Flexible Projects: Tailor your research to align with your interests and expertise, with the freedom to explore new ideas.
  • Experienced Researchers: Experts previously from NYU, Columbia, Oxford-Man Institute, Alan Turing Institute, and Cambridge.
  • Post Research: Connect with alumni that has moved on to DRW, Citadel Securities, Virtu Financial, Akuna Capital, HRT.

🤝 How to Apply

If you’re excited about leveraging your expertise in machine learning and finance to drive impactful research and projects, we’d love to hear from you! Please reach out to us at [email protected] with your resume and a brief description of your research interests.

Join us in shaping the future of investment insights and making a meaningful impact in the world of finance!

So what is ML-Quant.com then?

It is our firehose of daily research, serving as an internal knowledge base and client resource while also acting as a marketing channel to showcase our expertise and attract potential clients in the machine learning and quantitative finance space.

Screenshot 2024-10-04 at 08-30-53 ML-Quant - Machine Learning and Quantitative Finance

Financial Machine Learning and Data Science

  • All repos/links status including last commit date is updated daily
  • Only 15 Highest ranked repos/links for each section are displayed on main README.md and full list is available within the wiki page
  • Both Wikis/README.md is updated in realtime as soon as new information are pushed to the repo

Trading

Deep Learning & Reinforcement Learning (Wiki)

repo comment created_at last_commit star_count repo_status rating
FinRL-Library started by Columbia university engineering students and designed as an end to end deep reinforcement learning library for automated trading platform. Implementation of DQN DDQN DDPG etc using PyTorch and gym use pyfolio for showing backtesting stats. Big contributions on Proximal Policy Optimization (PPO) advantage actor critic (A2C) and Deep Deterministic Policy Gradient (DDPG) agents for trading 2020-07-26 13:18:16 2024-09-28 02:56:03 9697.0 ✔️ ⭐x5
Stock-Prediction-Models very good curated list of notebooks showing deep learning + reinforcement learning models. Also contain topics on outlier detections/overbought oversold study/monte carlo simulartions/sentiment analysis from text (text storage/parsing is not detailed but it mentioned using BERT) 2017-12-18 10:49:59 2021-01-05 10:31:50 7924.0 ✖️ ⭐x5
AI Trading AI to predict stock market movements. 2019-01-09 08:02:47 2019-02-11 16:32:47 4094.0 ✖️ ⭐x5
Deep Learning IV Bulbea: Deep Learning based Python Library. 2017-03-09 06:11:06 2017-03-19 07:42:49 2032.0 ✖️ ⭐x5
RLTrader predecessor to tensortrade uses open api gym and neat way to render matplotlib plots in real time. Also explains LSTM/data stationarity/Bayesian optimization using Optuna etc. 2019-04-27 18:35:15 2019-10-17 16:25:49 1731.0 ✖️ ⭐x5
Deep Learning III Algorithmic trading with deep learning experiments. 2016-06-18 18:23:06 2018-08-07 15:24:45 1429.0 ✖️ ⭐x5
Personae implementation of deep reinforcement learning and supervised learnings covering areas: deep deterministic policy gradient (DDPG) and DDQN etc. Data are being pulled from rqalpha which is a python backtest engine and have a nice docker image to run training/testing 2018-03-10 11:22:00 2018-09-02 17:21:38 1340.0 ✖️ ⭐x5
RL Trading A collection of 25+ Reinforcement Learning Trading Strategies -Google Colab. nan nan nan ✔️ ⭐x4
Neural Network Neural networks to predict stock prices. 2018-09-10 06:34:53 2018-11-21 07:39:31 734.0 ✖️ ⭐x4
Deep Learning Technical experimentations to beat the stock market using deep learning. 2016-12-12 02:15:12 2017-03-04 08:37:29 470.0 ✖️ ⭐x4
Deep-Reinforcement-Learning-for-Automated-Stock-Trading-Ensemble-Strategy-ICAIF-2020 Part of FinRL and provided code for paper deep reinformacement learning for automated stock trading focuses on ensemble. 2020-07-26 13:12:53 2024-07-01 08:09:06 2019.0 ✔️ ⭐x4
LTSM Recurrent OHLC Average Prediction of Apple Inc. Using LSTM Recurrent Neural Network. 2018-10-07 03:58:26 2019-08-03 09:00:44 1711.0 ✖️ ⭐x4
awesome-deep-trading curated list of papers/repos on topics like CNN/LSTM/GAN/Reinforcement Learning etc. Categorized as deep learning for now but there are other topics here. Manually maintained by cbailes 2018-11-26 03:23:04 2021-01-01 09:41:21 1482.0 ✖️ ⭐x4
trading-bot Implementation of deep reinforcement learning using Deep Q Network (DQN). Only supports single security at the moment. Idea is roughly based here and uses tensorflow/keras. Interesting helper python libraries used here are tqdm for console based progress bar and altair for declarative visualization in python 2018-08-13 10:44:08 2020-01-23 04:41:20 952.0 ✖️ ⭐x3
crypto-rl Retrieve limit order book level data from coinbase pro and bitfinex -> record in arctic timeseries database then implemented trend following strategies (market orders) and market making (limit orders). Uses reinforcement learning (DQN) keras-rl to create agents and uses openai gym to implement POMDP (partially observable markov decision process) 2018-06-21 01:06:01 2021-11-30 13:52:18 849.0 ✖️ ⭐x3

Other Models (Wiki)

repo comment created_at last_commit star_count repo_status rating
Microservices-Based-Algorithmic-Trading-System docker based platfrom for developing algo trading strategies. Very interesting combinations of open source components were used including backtrader for backtest strategies / mlflow for managing the machine learning model life cycle (i.e. training and developing machine learning models) / airflow used as workflow management including schedule data download etc. / superset web data visualization tool similar to tableau / minio for fast object storage (i.e. storing saved models and model artifacts) / postgresql used to store security master and daily and minute data. Also contains some details on deployment on cloud 2020-01-06 00:21:58 2024-04-08 19:33:16 443.0 ✔️ ⭐x5
Awesome-Quant-Machine-Learning-Trading curated list of books/online courses/youtube videos/blogs/interviews/papers/code etc. Updates are pretty infrequent 2018-11-05 21:09:06 2020-10-08 16:48:18 2675.0 ✖️ ⭐x5
Hands-On-Machine-Learning-for-Algorithmic-Trading repo for book hands-on-machine learning for algorithmic trading covering topic from data/unsupervised learning/NPL/RNN & CNN/reinforcement learning etc. Leverage zipline/alphalens/sklearn/openai-gym etc as well. Good references to have 2019-05-07 11:04:25 2023-01-18 09:16:47 1418.0 ✔️ ⭐x5
fin-ml accompanying materials for book Machine Learning and Data Science Blueprints for Finance on top of basic machine learning models i.e. nlp/reinforcement learning/supervised & unsupervised learning it covers wider topics including robo-advisors/fraud detection/loan default/derivative pricing/yield curve construction. 2020-05-10 00:25:56 2023-01-26 22:03:20 846.0 ✔️ ⭐x4
Machine-Learning-for-Algorithmic-Trading-Second-Edition_Original official repo for machine learning for algorithmic trading book. Covering topics including backtesting/boosting/nlp/deep&reinforcement learning. Leverage open source libraries including backtrader zipline and talib 2019-11-15 08:51:40 2023-01-18 09:11:25 1192.0 ✔️ ⭐x4
AlphaPy machine learning framework built on sklearn and pandas. Support pyfolio/xgboost/lightgmb/catboost(gradient boosting on decision tress) etc. Examples include financial market prediction/sports prediction/kaggle. Configurations are set though yaml file for all model process including feature selection/grid search on parameters and aggregate results for each model 2016-02-14 00:47:32 2024-02-10 16:41:20 1137.0 ✔️ ⭐x4
Stock.Indicators list of technical indicators implemented in c#. Full list and explanation available here. This list contains several indicators that ta-lib does not cover 2019-12-29 05:18:07 2024-09-09 18:29:11 963.0 ✔️ ⭐x3
Fundamental LT Forecasts Research in investment finance for long term forecasts and a curated list of notebooks. Each topic contains a youtube video explaining in details. Interesting topics including using price per book ratio and other multiples for future return prediction and portfolio optimization. data sourced form simfin yahoo finance and s&p 500 earnings and estimate report etc. 2018-07-22 08:14:46 2022-02-12 13:26:40 838.0 ✖️ ⭐x3
stock-trading-ml lstm model using keras to predict msft prices. Data is from alphavantage which provides some free data through web services. Showing how to use concatenation layer to join timeseries data with TA data. Might be abit of overfitting on the model though 2019-10-10 09:44:02 2019-10-12 11:38:49 597.0 ✖️ ⭐x3
MathAndScienceNotes Collections of news/articles on various topics including quant trading and machine learning. Some articles are from ycombinator message board and rediit algotrading forum 2016-03-11 19:13:00 2020-12-21 03:54:51 504.0 ✖️ ⭐x3
mlfinlab open source library maintained by hudson and thames though much of the content has moved to a subscription model. Idea is to implement academic research in python code and aggregate it as a package. Sources from Journal of financial data science / journal of portfolio management / journal of algorithmic finance / cambridge university press 2019-02-13 16:57:25 2021-12-01 08:04:50 3933.0 ✖️ ⭐x3
Machine-Learning-for-Algorithmic-Trading-Bots-with-Python code repo for machine learning for algorithmic trading bots video series. Contains notebooks and deep dive using zipline 2018-12-06 11:35:08 2023-01-30 09:31:10 381.0 ✔️ ⭐x3
Machine-Learning-for-Finance repo for book machine learning for finance with heavier focus on machine learning and less on finance. Topics covered including computer vision/time series/nlp/generative models (i.e. autoencoder)/reinforcement learning/debugging ml systems 2018-03-15 06:28:00 2023-01-30 09:45:35 356.0 ✔️ ⭐x3
awesome-ai-in-finance curated list of books/online courses/papers on AI and finance. Topics include crypto trading strategies/ta/backter etc. 2018-08-29 02:07:02 2024-06-10 07:13:13 3411.0 ✔️ ⭐x3
mosquito base framework trading bot for crypto. Stores data in local mongodb instance and supports backtest and live trading on poloniex and bittrex which are 12-15th ranked crypto exchanges by volume. Leverage talib for ta data and plotly for visualization 2017-06-18 19:57:17 2023-04-23 21:39:31 261.0 ✔️ ⭐x3

Data Processing Techniques and Transformations (Wiki)

repo comment created_at last_commit star_count repo_status rating
Advanced ML Exercises to book advances in financial machine learning. Relevant topics include data cleaning and outlier detection (using MAD) 2018-04-25 17:22:40 2020-01-16 17:25:41 1698.0 ✖️ ⭐x4
Twitter-Trends sentiment analysis baed on twitter data. Relevant topics include data cleaning/tokenization/data aggregation using mangodb etc. 2017-05-22 17:07:45 2017-05-23 08:06:27 99.0 ✖️ ⭐x3
Google-Finance-Stock-Data-Analysis data processing platform which stream data from kafka. The example shows two incoming data stream stock vs tweets and two spark streams are created to consume the kafka data then end results are stored in cassandra. Older tech stacks were used and not actively maintained. 2017-07-23 02:59:59 2017-07-23 03:10:35 82.0 ✖️ ⭐x3
finserv-application-blueprint generate streamable data using mapr converged data platfrom built mostly in java. Uses apache zepplin for web visualization 2016-09-26 19:42:54 2021-06-07 17:38:13 84.0 ✖️ ⭐x2
cointrader java based platform for trading crypto. Relevant sections including using esper event queries to transform data and place orders 2014-06-01 01:14:12 2022-06-21 01:03:49 451.0 ✖️ ⭐x2
CryptoNets CryptoNets is a demonstration of the use of Neural-Networks over data encrypted with Homomorphic Encryption. Homomorphic Encryptions allow performing operations such as addition and multiplication over data while it is encrypted. 2019-06-02 05:48:39 2022-09-09 15:57:24 280.0 ✖️ ⭐x2
plaid-to-gsheets NEW 2021-12-12 19:53:14 2023-02-03 15:36:49 71.0 ✔️
ninjabook NEW 2024-04-10 01:01:10 2024-04-21 16:42:28 150.0 ✔️
Major-project-list NEW 2021-09-04 11:17:44 2024-09-07 15:22:27 115.0 ✔️

Portfolio Management

Portfolio Selection and Optimisation (Wiki)

repo comment created_at last_commit star_count repo_status rating
Modern Portfolio Theory Universal portfolios; modern portfolio theory. nan nan nan ✔️
Online Portfolio Selection ****Comparing OLPS algorithms on a diversified set of ETFs. nan nan nan ✔️
cvxportfolio NEW 2017-01-11 01:16:16 2024-09-27 14:09:43 968.0 ✔️
DeepDow Portfolio optimization with deep learning. 2020-02-02 08:46:33 2024-01-24 15:56:34 901.0 ✔️
Reinforcement Learning Reinforcement Learning for Portfolio Management. 2017-10-07 09:14:33 2018-06-26 09:22:27 453.0 ✖️
PyPortfolioOpt Financial portfolio optimisation, including classical efficient frontier and advanced methods. 2018-05-29 13:30:30 2024-05-28 23:05:51 4425.0 ✔️
Distribution Characteristic Optimisation Extends classical portfolio optimisation to take the skewness and kurtosis of the distribution of market invariants into account. 2018-11-16 12:20:25 2024-02-27 21:38:36 352.0 ✔️
Riskfolio-Lib NEW 2020-03-02 19:49:06 2024-07-29 21:51:42 2985.0 ✔️
riskparity.py NEW 2019-07-13 21:30:55 2024-05-27 00:29:29 285.0 ✔️
riskparity.py NEW 2019-07-13 21:30:55 2024-05-27 00:29:29 285.0 ✔️
okama NEW 2020-03-02 14:48:29 2024-07-06 13:39:25 205.0 ✔️
Efficient Frontier Modern Portfolio Theory. 2018-02-17 08:19:46 2018-02-27 13:16:57 184.0 ✖️
Policy Gradient Portfolio A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem. 2017-11-12 16:08:44 2021-07-30 15:03:59 1739.0 ✖️
finance-courses NEW 2019-10-10 10:50:03 2023-12-11 23:09:10 171.0 ✔️
401K Portfolio Optimisation Portfolio analyses and optimisation for 401K. 2018-08-01 19:48:24 2019-09-05 11:18:56 17.0 ✖️

Factor and Risk Analysis (Wiki)

repo comment created_at last_commit star_count repo_status rating
-1 NEW nan nan nan ✔️
FEEDN NEW nan nan nan ✔️
factor-risk-parity NEW 2020-04-05 17:05:40 2022-09-18 14:42:03 9.0 ✖️
SafetyAndTrade NEW 2020-04-11 20:18:03 2020-04-12 17:00:36 9.0 ✖️
VaR GaN Estimate Value-at-Risk for market risk management using Keras and TensorFlow. 2018-08-06 16:09:44 2022-06-24 19:05:55 84.0 ✖️
Liberty-House-Club-Whitepaper NEW 2022-04-22 08:25:39 2022-04-22 08:27:24 8.0 ✔️
Various Risk Measures Risk measures and factors for alternative and responsible investments. 2017-08-07 14:44:32 2017-08-08 22:52:11 8.0 ✖️
Factor Analysis Factor analysis for mutual funds. 2018-03-13 07:39:20 2018-03-13 07:42:36 8.0 ✖️
one_factor_Hull_White_python NEW 2023-01-29 17:45:51 2024-03-24 19:48:04 8.0 ✔️
whitepaper NEW 2021-07-31 23:39:41 2022-08-25 09:52:38 7.0 ✖️
An-Analysis-of-PCA-and-Autoencoder-Generated-Factors-in-Predicting-SP500-Returns NEW 2020-01-18 00:53:46 2020-01-18 03:59:36 7.0 ✖️
The-Reason-Why-Everyone-Love-Mining-Tools NEW 2022-06-13 05:11:36 2022-06-13 05:12:52 7.0 ✖️
-L- NEW 2019-10-28 21:50:26 2019-10-28 21:51:19 67.0 ✖️
Bitcoin_Since_Pandemic NEW 2022-02-12 11:12:37 2022-02-12 17:46:45 6.0 ✖️
Pyfolio Portfolio and risk analytics in Python. 2015-06-01 15:31:39 2020-02-28 17:30:19 5631.0 ✖️

Techniques

Unsupervised (Wiki)

repo comment created_at last_commit star_count repo_status rating
PCA Pairs Trading PCA, Factor Returns, and trading strategies. nan nan nan ✔️
Eigen-Portfolio NEW 2018-09-05 05:29:18 2020-04-09 21:40:04 67.0 ✖️
hmm_market_behavior NEW 2019-09-08 17:37:39 2020-05-10 14:36:03 40.0 ✖️
VRA Stock Embedding Variational Reccurrent Autoencoder for Embedding stocks to vectors based on the price history. 2017-06-21 04:47:14 2017-06-21 04:51:13 38.0 ✖️
AnomalyDetectionOnRisk NEW 2018-05-31 15:53:02 2018-05-31 16:18:28 21.0 ✖️
Pairs Trading Finding pairs with cluster analysis. 2017-09-05 19:19:19 2017-09-27 20:42:14 203.0 ✖️
all-classification-templetes-for-ML NEW 2020-05-05 10:28:52 2024-05-15 11:46:23 198.0 ✔️
Credit-Card-Fraud-Detection NEW 2019-03-31 05:33:17 2019-03-31 05:38:43 16.0 ✖️
Industry Clustering Clustering of industries. 2017-07-21 02:12:51 2017-07-23 02:53:37 14.0 ✖️
Industry Clustering Project to cluster industries according to financial attributes. 2017-07-21 02:12:51 2017-07-23 02:53:37 14.0 ✖️
tableQA-Chinese NEW 2021-03-16 14:54:53 2023-04-20 06:20:56 12.0 ✔️
Fund Clusters Data exploration of fund clusters. 2018-04-16 22:18:55 2018-06-07 22:01:32 11.0 ✖️
Stock_Support_Resistance_ML NEW 2019-12-22 20:25:48 2021-05-02 04:25:21 100.0 ✖️
Learning-Technical-Trading NEW 2019-03-25 11:47:49 2020-04-08 12:39:53 10.0 ✖️

Textual (Wiki)

repo comment created_at last_commit star_count repo_status rating
NLP This project assembles a lot of NLP operations needed for finance domain. nan nan nan ✔️
NLP Event Applying Deep Learning and NLP in Quantitative Trading. 2018-07-02 23:50:52 2019-01-31 14:08:20 99.0 ✖️
Financial Sentiment Analysis Sentiment, distance and proportion analysis for trading signals. 2017-06-23 00:05:49 2023-05-08 00:58:50 94.0 ✔️
Cornucopia-LLaMA-Fin-Chinese NEW 2023-04-30 06:11:18 2023-06-30 07:52:13 582.0 ✔️
awesome-financial-nlp NEW 2019-10-03 03:53:20 2020-02-01 08:28:16 402.0 ✖️
Buzzwords Return performance and mutual fund selection. 2018-02-04 21:51:16 2018-02-04 21:57:09 4.0 ✖️
FinNLP-Progress NEW 2020-05-21 09:59:56 2022-04-18 09:21:22 390.0 ✖️
news-emotion NEW 2017-09-14 02:59:03 2018-06-11 13:47:51 331.0 ✖️
financial-news-dataset NEW 2016-08-23 13:29:07 2023-03-09 06:53:26 223.0 ✔️
FinBERT NEW 2019-07-09 16:34:27 2020-05-19 02:02:20 197.0 ✖️
Accounting Anomalies Using deep-learning frameworks to identify accounting anomalies. 2017-05-24 12:36:38 2019-08-07 21:47:08 196.0 ✖️
fin-sight NEW 2023-09-06 13:01:39 2024-04-22 07:21:27 195.0 ✔️
finsight NEW 2023-09-06 13:01:39 2024-04-22 07:21:27 189.0 ✔️
Financial Statement Sentiment Extracting sentiment from financial statements using neural networks. 2018-06-04 20:54:14 2018-06-04 20:56:02 18.0 ✖️
BDCI2019-Negative_Finance_Info_Judge NEW 2019-12-27 03:49:31 2020-12-04 03:38:57 153.0 ✖️

Other Assets

Derivatives and Hedging (Wiki)

repo comment created_at last_commit star_count repo_status rating
Options Black Scholes and Copula. nan nan nan ✔️
injective-helix-demo NEW 2021-04-12 13:36:25 2024-07-15 17:00:25 99.0 ✔️
optopsy NEW 2017-09-17 01:49:54 2024-07-06 19:33:10 978.0 ✔️
akshare NEW 2019-10-01 07:34:12 2024-09-28 06:49:57 9042.0 ✔️
AlgorithmicTrading NEW 2019-03-14 09:33:37 2023-08-13 07:15:09 878.0 ✔️
lumibot NEW 2020-09-10 10:00:16 2024-09-27 04:30:14 877.0 ✔️
Strata NEW 2014-06-16 11:45:55 2024-08-28 16:12:28 842.0 ✔️
Derman Binomial tree for American call. 2018-05-18 18:08:16 2018-09-21 19:59:01 8.0 ✖️
Options-Trading-Strategies-in-Python NEW 2017-08-30 06:00:15 2019-08-21 15:47:57 799.0 ✖️
gs-quant NEW 2018-12-14 21:10:40 2024-09-23 11:01:29 7582.0 ✔️
StockSharp NEW 2014-12-08 07:53:44 2024-09-23 21:13:42 7097.0 ✔️
optlib NEW 2020-08-17 00:30:14 2022-11-18 19:12:54 644.0 ✔️
algotrader NEW 2018-04-10 02:31:26 2020-08-27 08:16:44 635.0 ✖️
trading-server NEW 2019-03-05 03:06:19 2022-11-17 01:42:13 619.0 ✔️
Delta Hedging Advanced derivatives. 2018-03-02 23:53:53 2018-07-17 23:32:23 6.0 ✖️

Fixed Income (Wiki)

repo comment created_at last_commit star_count repo_status rating
Binomial Tree Utility functions in fixed income securities. 2019-02-02 08:44:14 2019-05-03 17:16:52 8.0 ✖️
Vasicek Bootstrapping and interpolation. 2018-07-18 19:26:54 2018-07-18 19:34:48 6.0 ✖️
neurons NEW 2020-11-07 12:17:04 2020-11-07 12:17:06 55.0 ✖️
R-fixedincome NEW 2013-09-16 01:10:50 2023-06-27 08:10:20 51.0 ✔️
rating_history NEW 2017-11-23 22:52:14 2023-06-29 22:16:57 47.0 ✔️
TRACE-corporate-bond-processing NEW 2020-12-18 10:20:12 2024-07-18 02:33:32 43.0 ✔️
augmented-finance-protocol NEW 2021-03-27 11:01:43 2022-02-16 15:58:35 38.0 ✖️
market-data NEW 2012-12-07 13:42:48 2012-12-15 12:10:06 35.0 ✖️
DROP-Fixed-Income NEW 2017-08-10 20:58:18 2018-09-26 19:21:02 28.0 ✖️
woe NEW 2017-09-11 07:15:04 2018-03-01 10:45:40 256.0 ✖️
punk.protocol NEW 2021-04-29 08:39:42 2021-08-13 11:53:11 23.0 ✖️
fixed-income NEW 2017-09-17 05:23:47 2020-12-18 01:35:41 21.0 ✖️
sagemaker-corporate-credit-rating NEW 2021-11-12 00:49:14 2022-12-20 17:11:03 20.0 ✔️
Corporate Bonds Predicting the buying and selling volume of the corporate bonds. 2017-09-27 19:57:13 2017-09-27 20:00:29 19.0 ✖️
pyratings NEW 2022-03-24 14:51:59 2024-06-18 07:03:07 19.0 ✔️

Alternative Finance (Wiki)

repo comment created_at last_commit star_count repo_status rating
Venture Capital NN Cox-PH neural network predictions for VC/innovations finance research. nan nan nan ✔️
EDMarketConnector NEW 2015-06-02 19:17:34 2024-09-24 23:28:42 988.0 ✔️
yahoofinancials NEW 2017-10-22 03:10:57 2023-12-17 07:54:07 910.0 ✔️
Watch Valuation Analysis of luxury watch data to classify whether a certain model is likely to be over-or undervalued. 2017-02-08 18:39:29 2017-04-27 22:55:55 9.0 ✖️
Kiva Crowdfunding Exploratory data analysis. 2018-02-27 16:46:02 2019-02-13 00:15:27 7.0 ✖️
Venture Capital Insight into a new founder to make data-driven investment decisions. 2017-12-04 08:59:44 2017-12-13 05:35:27 7.0 ✖️
botupdate NEW 2019-07-01 20:22:44 2020-10-29 02:31:17 582.0 ✔️
VC OLS VC regression. 2018-03-29 23:31:13 2018-03-29 23:33:19 4.0 ✖️
awesome-systematic-trading NEW 2022-02-05 20:48:52 2024-08-16 12:06:38 3783.0 ✔️
pitch_deck NEW 2016-09-17 01:30:26 2024-05-16 16:23:12 343.0 ✔️
pitch-deck NEW 2016-09-17 01:30:26 2024-05-16 16:23:12 343.0 ✔️
HomeHarvest NEW 2023-09-15 19:29:01 2024-09-06 22:49:07 314.0 ✔️
Private Equity Valuation models. 2016-01-27 21:13:33 2016-03-14 20:03:52 22.0 ✖️
Art Valuation Art evaluation analytics. 2014-12-11 00:25:39 2014-12-12 21:25:46 19.0 ✖️
Blockchain Repository for distributed autonomous investment banking. 2016-09-05 19:12:40 2017-04-24 10:48:56 18.0 ✖️

Extended Research (Wiki)

repo comment created_at last_commit star_count repo_status rating
Real Estate Property Fraud Unsupervised fraud detection model that can identify likely candidates of fraud. nan nan nan ✔️
Commodity Commodity influence over Brazilian stocks. nan nan nan ✔️
HFT-Orderbook NEW 2017-07-26 08:42:19 2022-02-18 20:01:44 991.0 ✖️
Awesome-AI-for-cybersecurity NEW 2021-09-20 04:44:45 2023-10-03 14:25:10 98.0 ✔️
crypto-database NEW 2018-02-22 21:34:11 2019-10-04 13:06:18 98.0 ✖️
Mathematical Finance Notebooks for math and financial tutorials. 2017-01-21 11:24:18 2020-08-01 17:03:32 974.0 ✖️
VPIN_HFT NEW 2017-12-12 15:29:33 2017-12-12 17:32:54 97.0 ✖️
freqtrade_bot NEW 2020-12-21 00:14:25 2021-01-07 19:52:54 96.0 ✖️
BERT4ETH NEW 2023-02-05 20:36:20 2024-06-21 17:45:01 96.0 ✔️
PythonMatchingEngine NEW 2019-05-16 12:06:21 2021-12-30 10:17:35 95.0 ✖️
LSTM-FX NEW 2020-09-29 21:30:20 2020-09-29 23:15:18 95.0 ✖️
go-quantcup NEW 2015-02-04 10:33:12 2015-06-11 12:50:09 94.0 ✖️
Quant-Developers-Resources NEW 2023-10-16 18:04:31 2024-07-28 08:06:18 94.0 ✔️
FraudDetection-Microservices NEW 2016-06-08 23:24:21 2017-01-18 17:52:01 93.0 ✖️
HFT-Pairs-Trading NEW 2018-05-03 22:36:16 2019-02-27 17:41:22 93.0 ✖️

Courses (Wiki)

repo comment created_at last_commit star_count repo_status rating
mlcourse.ai NEW 2017-02-27 08:32:20 2024-08-25 08:08:31 9695.0 ✔️
datascience-box NEW 2017-12-29 22:16:17 2024-08-15 22:45:51 956.0 ✔️
machine-learning-zoomcamp NEW 2020-04-17 04:29:23 2024-09-24 09:02:07 9337.0 ✔️
datasci_course_materials NEW 2013-04-12 05:54:36 2017-03-21 19:21:02 918.0 ✖️
ml-mipt NEW 2022-09-01 16:16:05 2022-09-02 08:44:48 9.0 ✖️
ciml NEW 2015-08-12 19:26:00 2017-01-20 16:24:19 888.0 ✖️
cornell-cs5785-applied-ml NEW 2021-03-26 06:33:58 2021-09-02 00:34:55 874.0 ✖️
ml-course-msu NEW 2015-09-11 08:51:24 2018-05-07 15:40:56 871.0 ✖️
Octave NEW 2011-10-24 23:50:52 2016-07-08 20:45:40 824.0 ✖️
machine_learning_with_python_jadi NEW 2021-09-20 08:19:48 2024-08-16 05:12:53 801.0 ✔️
DAT4 NEW 2014-12-10 19:38:29 2021-02-15 23:26:27 794.0 ✖️
deploying-machine-learning-models NEW 2019-01-09 20:30:46 2023-04-19 17:15:38 790.0 ✔️
Algo Trading Intro to algo trading. 2017-10-29 20:34:54 2019-01-22 06:56:08 79.0 ✖️
master NEW 2017-02-04 22:44:35 2024-04-01 10:09:20 784.0 ✔️
DataScienceSpCourseNotes NEW 2015-03-09 00:51:32 2016-02-16 06:12:54 764.0 ✖️

Data (Wiki)

repo comment created_at last_commit star_count repo_status rating
Tools-termux NEW nan nan nan ✔️
Rating Industries nan nan nan nan ✔️
http://finance.yahoo.com/ nan nan nan nan ✔️
https://fred.stlouisfed.org/ nan nan nan nan ✔️
https://stooq.com nan nan nan nan ✔️
Capital Markets Data nan nan nan nan ✔️
Financial Corporate nan nan nan nan ✔️
IRS nan nan nan nan ✔️
Non-financial Corporate nan nan nan nan ✔️
redesigned-pancake NEW nan nan nan ✔️
PyPOTS NEW 2022-03-29 14:22:47 2024-09-26 17:17:28 997.0 ✔️
aeon NEW 2022-12-20 12:44:09 2024-09-27 18:03:06 976.0 ✔️
hypercube NEW 2021-09-08 06:47:07 2021-10-14 13:44:17 975.0 ✖️
Deedle NEW 2013-09-17 18:53:34 2023-01-17 21:18:55 937.0 ✔️
BitcoinExchangeFH NEW 2016-10-24 13:30:31 2022-12-28 17:07:41 936.0 ✔️

Colleges, Centers and Departments (Wiki)

repo comment created_at last_commit star_count repo_status rating
NYU FRE Finance and Risk Engineering (NYU Tandon) nan nan nan ✔️
Oxford Man Oxford-Man Institute of Quantitative Finance nan nan nan ✔️
Berkeley Lab CIFT nan nan nan nan ✔️
Cornell University nan nan nan nan ✔️
NYU Courant Courant Institute of Mathematical Sciences, New York University nan nan nan ✔️
Stanford Advanced Financial Technologies Stanford Advanced Financial Technologies Laboratory nan nan nan ✔️