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SELEE's Projects

abides icon abides

ABIDES: Agent-Based Interactive Discrete Event Simulation

awesome-automl-papers icon awesome-automl-papers

A curated list of automated machine learning papers, articles, tutorials, slides and projects

causalml icon causalml

Uplift modeling and causal inference with machine learning algorithms

causalnex icon causalnex

A Python library that helps data scientists to infer causation rather than observing correlation.

econml icon econml

ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work of Chernozhukov et al. This toolkit is designed to measure the causal effect of some treatment variable(s) t on an outcome variable y, controlling for a set of features x.

kedro icon kedro

A Python library that helps you create reproducible, maintainable and modular data science code.

lightgbm icon lightgbm

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.

mlrose icon mlrose

Python package for implementing a number of Machine Learning, Randomized Optimization and SEarch algorithms.

pandas icon pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

pgmpy icon pgmpy

Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.

pwc icon pwc

Papers with code. Sorted by stars. Updated weekly.

qlib icon qlib

Qlib is an AI-oriented quantitative investment platform, which aims to realize the potential, empower the research, and create the value of AI technologies in quantitative investment. With Qlib, you can easily try your ideas to create better Quant investment strategies.

scipy icon scipy

SciPy library main repository

shap icon shap

A game theoretic approach to explain the output of any machine learning model.

statsmodels icon statsmodels

Statsmodels: statistical modeling and econometrics in Python

tensorflow icon tensorflow

An Open Source Machine Learning Framework for Everyone

transformers icon transformers

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

xgboost icon xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow

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