Wisdom
“The purpose of computing is insight, not numbers.” - Richard Hamming,mathematician
Machine Learning Life-Cycle
Since Machine Learning (ML) is a collection of learning techniques used to extract “valuable insight” from data, we need to know what to say about data-at-hand, how machine extract & learnt from data and how to evaluate “extraction” procedure.
![](image/00/ml_cycle.png)
Statistical Term | Data Science Term |
---|---|
Estimation | Learning |
Classification | Supervised Learning |
Clustering | Unsupervised Learning |
Covariate/Independent variable | Features |
Classifier | Hypothesis |
References
1.
Watson, A. Synthetic data and the data-centric machine learning life cycle. (2022).