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I liked the EdX Statistical Learning course by Trevor Hastie and Robert Tibshirani, it's a great introduction to statistical modeling and data science (assuming
by minhmeoke 4y ago
I liked the EdX Statistical Learning course by Trevor Hastie and Robert Tibshirani, it's a great introduction to statistical modeling and data science (assuming you already have a solid math and statistics background):
https://www.edx.org/course/statistical-learning https://www.edx.org/course/statistical-learning
It is not too math heavy, and the focus is on basic, interpretable approaches and concepts like:
- linear and polynomial regression
- logistic regression and linear discriminant analysis
- cross-validation and the bootstrap
- model selection and regularization methods (ridge and lasso)
- tree-based methods, random forests and boosting
- support-vector machines
- neural networks and deep learning
- survival models; multiple testing
- some unsupervised learning methods like principal components and clustering (k-means and hierarchical).
The instructors are really articulate and passionate about teaching well. As a bonus, there are guest speakers about every second week including Jerome Friedman and Geoff Hinton.