Aleksander Molak – Medium

Aleksander Molak

Featured Book

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

Stories

Aleksander Molak

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

Two paragraphs on Daniel Kahneman

2 min readMar 29, 2024

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

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Aleksander Molak

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.

4 min readDec 16, 2023

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

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Aleksander Molak
in
Towards Data Science

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)

18 min readOct 22, 2023

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

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3

Aleksander Molak
in
Towards Data Science

Causal Python: Five Novel Causal Ideas At NeurIPS 2023

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

7 min readSep 24, 2023

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Causal Python: Five Novel Causal Ideas At NeurIPS 2023

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Aleksander Molak
in
Towards Data Science

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)

11 min readJan 8, 2023

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3

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

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3

Aleksander Molak
in
Towards Data Science

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

…and unlock the best Causal Discovery package in Python!

15 min readDec 11, 2022

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

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Aleksander Molak

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! 🤗

9 min readOct 17, 2022

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4

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

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4

Aleksander Molak
in
Towards Data Science

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

12 min readSep 27, 2022

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

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Aleksander Molak

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.

7 min readMay 2, 2022

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Understanding Contrastive Representation Learning through Alignment and Uniformity on the…

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Aleksander Molak

Three amazing data science books to read in 2023 (if you didn’t manage in 2022)

…and you can get them for free if you want! ❤️

5 min readFeb 4, 2022

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Three amazing data science books to read in 2023 (if you didn’t manage in 2022)

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6

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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