Awesome-Uplift-Model
🛠 How to Apply Causal ML to Real Scene Modeling?How to learn Causal ML?【✔从Causal ML到实际场景的Uplift建模】
https://github.com/JackHCC/Awesome-Uplift-Model
Last synced: 15 days ago
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Basic Theory
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Book Reading
- The Book of Why
- Counterfactuals and Causal Inference: Methods and Principles for Social Research
- Causality: Models, Reasoning and Inference
- Causal Inference: The Mixtape
- Causal Inference for Data Science
- Harvard University
- computer scientist
- Causal Inference in Statistics: A Primer
- Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction
- Elements of Causal Inference: Foundations and Learning Algorithms - **FREE download**
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Code Examples
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More Details
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Contact
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Causal Discovery
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Courses
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Code Examples
- Introduction to Causal Inference (Fall2020)
- A Crash Course in Causality: Inferring Causal Effects from Observational Data
- Causal ML Mini Course
- Lectures on Causality: 4 Parts
- Towards Causal Reinforcement Learning (CRL) - ICML'20 - Part I
- Towards Causal Reinforcement Learning (CRL) - ICML'20 - Part II
- On the Causal Foundations of AI
- Judea Pearl: Causal Reasoning, Counterfactuals, and the Path to AGI | Lex Fridman Podcast #56
- Causal Inference Bootcamp
- Causal Inference with R - Introduction
- NeurIPS 2018 Workshop on Causal Learning
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Datasets and Benchmark
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Causal Discovery
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Causal Inference
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Other Awesome List
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Tools
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Causal Inference
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Causal Structure Learning
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Interpretability Framework
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Probabilistic programming framework
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Uplift Evaluation
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Programming Languages
Categories
Sub Categories
Keywords
causal-inference
7
machine-learning
6
causal-models
3
python
3
causality
3
causal-discovery
2
bayesian-networks
2
uplift-modeling
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pytorch
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probabilistic-graphical-models
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unconfoundedness-assumption
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recommender-system
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multilabel-classification
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learning-to-rank
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causality-analysis
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causality-algorithms
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baselines
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awesome
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statistics
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random-forest
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econometrics
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causal-forest
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data-science
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causalnex
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causal-networks
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bayesian-inference
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uplift-modelling
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uplift
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true-lift
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net-lift
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individual-treatment-effects
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toolbox
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inference
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graph-structure-recovery
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graph
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algorithm
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incubation
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synthetic-data
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simulation
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probabilistic-inference
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mixed-data
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causal-validation
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causal-identification
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