limadm/datascience-links.md

## datascience-links.md

      
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              datascience-links.md
            
          
    Explainable AI (XAI)

LIME,
SHAP,
Interpretability,
Robustness,
QB about XAI
Fairness & Ethics in AI

Fair Learning,
Intersectionality
Causal Inference

Causal inference in statistics,
Counterfactual prediction with DL
Reinforcement Learning

Off-policy evaluation,
Off-policy RL without exploration
Live Model Performance Tracking

Hierarchical hypothesis testing,
Doubly robust covariate shift correction,
Framework for AB testing
Online Communities

Reddit ML,
StackOverflow,
Data science,
Nate's blog,
ML blog
Skills

Algorithmic complexity,
Dynamic programming,
Algorithms,
Clean code
PEP-8,
G's R style,
py/SK learn,
py/pandas,
py/numpy,
R/datatable,
R/dplyr
Practice

HackerRank,
LeetCode,
TopCoder,
Intro to Python,
Intro to R,
Intermediate Python,
Intermediate R