Aleksander Molak (AlxndrMlk)

AlxndrMlk

Geek Repo

Company:CausalPython.io | CausalBanditsPodcast.com

Location:Intl

Home Page:https://bit.ly/aleksander-molak

Twitter:@AleksanderMolak

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Aleksander Molak's starred repositories

stadion

Causal Modeling with Stationary Diffusions, AISTATS 2024

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causal-chamber

Dataset repository for the 2024 paper "The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology" by Juan L. Gamella, Jonas Peters and Peter Bühlmann.

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detect-hidden-confounding

This repository is the official implementation of Detecting hidden confounding in observational data using multiple environments.

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cct-cmc

Implementation of Conformal Convolution T-learner (CCT) and Conformal Monte Carlo (CMC) learner

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Causality4NLP_Papers

A reading list for papers on causality for natural language processing (NLP)

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huber-causal-analysis

Jupyter Notebook adaptation of the code from Huber (2023) - Causal Analysis

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cGNF

A Python Module for Implementing causal-Graphical Normalizing Flows.

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Depth-Anything

[CVPR 2024] Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data. Foundation Model for Monocular Depth Estimation

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smt

Surrogate Modeling Toolbox

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PyNonpar

Package providing functions to calculate pseudo-ranks and (pseudo)-rank based nonparametric test statistics.

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causalHAL

Adaptive debiased machine learning of treatment effects with the highly adaptive lasso

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pypsps

Predictive State Propensity Subclassification (PSPS): A causal deep learning algoritm in TensorFlow keras

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azcausal

Causal Inference in Python

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chirho

An experimental language for causal reasoning

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llm-app

LLM App templates for RAG, knowledge mining, and stream analytics. Ready to run with Docker,⚡in sync with your data sources.

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MSE_Spring2024

The materials for the Spring Mathematics in Materials course at the UTK MSE

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causalinference_crashcourse

Causal Inference Crash Course for Scientists - contains slides and Jupyter notebooks

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fortitudo.tech

Conditional Value-at-Risk (CVaR) portfolio optimization and Entropy Pooling views / stress-testing in Python.

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autogen

A programming framework for agentic AI. Discord: https://aka.ms/autogen-dc. Roadmap: https://aka.ms/autogen-roadmap

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pywhy-stats

Python package for (conditional) independence testing and statistical functions related to causality.

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awesome-causal-inference

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

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PhySO

Physical Symbolic Optimization

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WizardLM

LLMs build upon Evol Insturct: WizardLM, WizardCoder, WizardMath

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courses

This repository is a curated collection of links to various courses and resources about Artificial Intelligence (AI)

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ehrapy

Electronic Health Record Analysis with Python.

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Causal-Inference-and-Discovery-in-Python

Causal Inference and Discovery in Python by Packt Publishing

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UTK-Spring-2023---Automated-Experiment

Spring 2023 seminar on automated experiment

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causal-ml

Must-read papers and resources related to causal inference and machine (deep) learning

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y0

❓y0 (pronounced "why not?") is for causal inference in Python

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