- gustavo's personal blog

The Art of Data Science

My personal notes on the book The Art of Data Science, by Roger D. Peng.

2. Epicyles of analysis

3. Stating and refining the question

4. Exploratory data analysis

5. Using models to explore your data

5.1 Models as expectations

5.2 Comparing model expectations to reality

5.3 Reacting to data: refining our expectations

5.4 Examining linear relationships

6. Inference

6.1 Identifying the population

6.2 Describe the sampling process

6.3 Describe a model for the population

6.4 Factores affecting the quality of inference

7. Formal modelling

8. Inference versus prediction

9. Interpreting your results

10. Communication