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Pipeable steps for feature engineering and data preprocessing to prepare for modeling

R 565 112 Updated Oct 4, 2024

BAyesian Model-Building Interface (Bambi) in Python.

Python 1,064 121 Updated Sep 26, 2024

Fast High-Dimensional Fixed Effects Regression in Python following fixest-syntax

Python 1 Updated Oct 4, 2024

How to use the DockerOperator in Airflow within Docker Compose?

Python 51 13 Updated May 24, 2021

Python/STAN Implementation of Multiplicative Marketing Mix Model, with deep dive into Adstock (carry-over effect), ROAS, and mROAS

Jupyter Notebook 344 161 Updated May 28, 2022

[Experimental] Causal graphs that are networkx-compliant for the py-why ecosystem.

Python 46 8 Updated Oct 6, 2024

dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.

Python 9,720 1,612 Updated Oct 6, 2024

Code for the Book Causal Inference in Python

Jupyter Notebook 251 113 Updated Jan 23, 2024

Fast High-Dimensional Fixed Effects Regression in Python following fixest-syntax

Python 153 28 Updated Oct 6, 2024

CSuite: A Suite of Benchmark Datasets for Causality

TeX 56 7 Updated May 9, 2023

cem is a lightweight library for performing coarsened exact matching (CEM). CEM is a modern matching technique useful for causal inference on observational data.

Python 22 4 Updated Jun 17, 2024

📚 This guide is designed to help you learn UI/UX design, and is divided into three levels: Beginner, Intermediate, and Expert. It includes learning resource, guides and tools that cover all aspects…

918 187 Updated Sep 8, 2024

Learn ML engineering for free in 4 months!

Jupyter Notebook 9,388 2,196 Updated Oct 4, 2024

Free MLOps course from DataTalks.Club

Jupyter Notebook 11,038 2,123 Updated Sep 9, 2024

Free Data Engineering course!

Jupyter Notebook 24,749 5,308 Updated Aug 29, 2024

This repository contains notebooks for understanding some concepts of statistics and econometrics that can be helpful in data science

Jupyter Notebook 50 91 Updated Aug 27, 2021

A curated list of causal inference libraries, resources, and applications.

796 141 Updated Aug 30, 2024

A curated list of awesome work on causal inference, particularly in machine learning.

1 Updated May 1, 2021

Analytics and data science business case studies to identify opportunities and inform decisions about products and features. Topics include Markov chains, A/B testing, customer segmentation, and ma…

Jupyter Notebook 273 107 Updated Nov 28, 2019

Articles/ Journals and Videos related to Economics:chart_with_upwards_trend: and Data Science :bar_chart:

HTML 123 32 Updated Jun 9, 2022

Tutorials of econometrics featuring Python programming. This is a crash course for reviewing the most important concepts and techniques of basic econometrics, the theories are presented lightly wit…

Jupyter Notebook 342 115 Updated Jun 9, 2024

DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphic…

Python 7,044 926 Updated Oct 6, 2024

Uplift modeling and causal inference with machine learning algorithms

Python 5,017 773 Updated Oct 4, 2024

Repository with code and slides for a tutorial on causal inference.

Jupyter Notebook 562 105 Updated Sep 23, 2019

Causal Inference in Python

Python 544 91 Updated Aug 23, 2020

A curated list of awesome work on causal inference, particularly in machine learning.

95 18 Updated May 1, 2021

A beautiful, simple, clean, and responsive Jekyll theme for academics

HTML 10,750 11,053 Updated Oct 5, 2024

Introduction to Statistics and Basics of Mathematics for Data Science - The Hacker's Way

Jupyter Notebook 1,447 288 Updated Nov 26, 2017

📊 Path to a free self-taught education in Data Science!

18,927 3,329 Updated Sep 30, 2024

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

27,202 3,674 Updated Jul 18, 2024
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