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Welcome to DS4Humans

Class Schedule

Class Schedule

Introduction

Solving Problems with Data
Stakeholder Management & Solving the Right Problem
What is Data Science: An Historical Perspective

Types of Questions

Descriptive v. Prescriptive Questions
The Scourge of "EDA"
Using Exploratory Questions
Answering Exploratory Questions
Internal versus External Validity
Using Passive Prediction Questions
Answering Passive Prediction Questions
The Right Way To Be Wrong
Using Causal Questions
Answering Causal Questions

Causal Inference

The Potential Outcomes Framework
Indicator Variables
Causal Beyond Experiments
Fixed Effects
- Implementing Fixed Effects
- Fixed Effects v. Hierarchical Models
Matching
- How to Match

Data Science in Practice

How to Read (Academic Edition)
Backwards Design
Making Decisions Using Data
Writing to Stakeholders

Advanced Topics

Interpretable Models

Repository
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By Nick Eubank

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