Skill & Knowledge Tree
Organized into three pillars: Precision, Development, and Integration.
Precision
Statistical Reasoning
Regression Analysis
Hypothesis Testing
Model Evaluation
Experiment Design
Probability
Development
Python
R
Machine Learning
Feature Engineering
Data Visualization
Reproducible Workflows
Integration
SQL & Relational Design
Data Pipelines
Version Control (Git)
Interpretability
Responsible Data Practices
Communicating Results