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Aleksander Molak

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Causal Inference and Discovery in Python: Unlock the Secrets of Modern Causal Machine Learning with Dowhy, EconML, Pytorch and More

Causal Inference and Discovery in Python: Unlock the Secrets of Modern Causal Machine Learning with Dowhy, EconML, Pytorch and More

Demystify causal inference and casual discovery, learn the principles of causal thinking, and implement them using Python

2023

Ajit Jaokar (Foreword by), et al.

Ajit Jaokar (Foreword by), Aleksander Molak

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TDS Archive

Causal AI at KDD 2024 — Why Companies That Won’t Jump on the Causal Train Now Will Have a Harder…

Building Causal Expertise is a Process, Not an Event

Sep 30, 2024

Causal AI at KDD 2024 — Why Companies That Won’t Jump on the Causal Train Now Will Have a Harder…

Sep 30, 2024

“I’m quite capable of great enjoyment, and I’ve had a great life.”

Two paragraphs on Daniel Kahneman

Mar 29, 2024

“I’m quite capable of great enjoyment, and I’ve had a great life.”

Mar 29, 2024

Three Mind-Expanding Books for Causal and Non-Causal Data Scientists to Read in 2024

Hint: Knowing something about the data generating process will almost always put your ahead of the pack.

Dec 16, 2023

Three Mind-Expanding Books for Causal and Non-Causal Data Scientists to Read in 2024

Dec 16, 2023

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TDS Archive

Jane the Discoverer: Enhancing Causal Discovery with Large Language Models (Causal Python)

A practical guideline to LLM-enhanced causal discovery that minimizes the risks of hallucinations (with Python code)

Oct 22, 2023

Jane the Discoverer: Enhancing Causal Discovery with Large Language Models (Causal Python)

Oct 22, 2023

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TDS Archive

Causal Python: Five Novel Causal Ideas At NeurIPS 2023

New exciting ideas that marry causality with generative modeling, conformal prediction and topology.

Sep 24, 2023

Causal Python: Five Novel Causal Ideas At NeurIPS 2023

Sep 24, 2023

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TDS Archive

Causal Python — Elon Musk’s Tweet, Our Googling Habits & Bayesian Synthetic Control.

Applying Synthetic Control with a Bayesian twist to quantify the impact of a tweet (using CausalPy)

Jan 8, 2023

Causal Python — Elon Musk’s Tweet, Our Googling Habits & Bayesian Synthetic Control.

Jan 8, 2023

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TDS Archive

Causal Python — Level Up Your Causal Discovery Skills in Python (2024)

…and unlock the best Causal Discovery package in Python!

Dec 11, 2022

Causal Python — Level Up Your Causal Discovery Skills in Python (2024)

Dec 11, 2022

Yes! Six Causality Books That Will Get You From Zero to Advanced (2024)

…and you can get 3 of them completely for free if you want! 🤗

Oct 17, 2022

Yes! Six Causality Books That Will Get You From Zero to Advanced (2024)

Oct 17, 2022

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Causal Python — 3 Simple Techniques to Jump-Start Your Causal Inference Journey Today

Learn 3 techniques for causal effect identification and implement them in Python without losing months, weeks or days for research

Sep 27, 2022

Causal Python — 3 Simple Techniques to Jump-Start Your Causal Inference Journey Today

Sep 27, 2022

Understanding Contrastive Representation Learning through Alignment and Uniformity on the…

A Polish translation of an article, that we wrote with Mike Erlihson, PhD as a part of #DeepNightLearners series.

May 2, 2022

Understanding Contrastive Representation Learning through Alignment and Uniformity on the…

May 2, 2022

Aleksander Molak

Aleksander Molak

Book Author

Researcher, Educator, Author, Advisor || Causality, NLP & Probabilistic Modeling || Learn more: bit.ly/learn-more-medium

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