Overview of supervised learning, with a focus on regression and classification methods. The syllabus includes linear and polynomial regression, logistic regression, and linear discriminant analysis; cross-validation and the bootstrap, model selection and regularization methods (ridge and lasso); nonlinear models, splines and generalized additive models; tree-based methods, random forests and boosting; support-vector machines; Some unsupervised learning: principal components and clustering (k-means and hierarchical). Computing is done in R, through tutorial sessions and homework assignments. This math-light course is offered remotely only via video segments (MOOC style). TAs will host remote weekly office hours using an online platform such as Google Hangout or BlueJeans. There are four homework assignments, a midterm, and a final exam, all of which are administered remotely.
Details
STATS 216V
- Class Number : 11740
- Course Cost : $4116.00
- Population : Undergraduate, Graduate
- Units : 3
- Interest Area : Math and Data Science
- Course Format & Length : Online, 8 weeks
- Dates : June 22, 2024 - August 18, 2024
- Prerequisites : Introductory courses in statistics or probability (e.g., STATS 60), linear algebra (e.g., MATH 51), and computer programming (e.g., CS 105).
- Schedule : Tuesday/Thursday 10:30 am-11:50 am
Events and Engagement
Workshops
Hosted through the Summer Academic Resource Center (SARC), we offer a variety of educational workshops to complement your academic pursuits. Presenters varying from Stanford affiliates, community partners, and graduate tutors will cover a wide range of topics from academic skills to career exploration. Past workshops included college preparedness, software exploration, and building your professional network.
Stanford Spaces
Explore the intellectual ecosystem of the Stanford campus. Tour museums like the Cantor Arts Center, visit unique campus spaces like the d.school, Frost Amphitheater, and O’Donohue Family Farm, and get to know the unique community of companies and innovators that gather at Stanford Research Park.
Stanford Voices
These small gatherings give you an opportunity to connect with Stanford faculty, fellows, and alumni to hear about their work or research, as well as the road that brought them there. Ask questions and continue your intellectual exploration—whether you're taking a course on the topic this summer or just curious.
How It Works
Apply to attend our 8-week program
Receive and accept your admission
Register for courses when enrollment opens in April
Attend as a Residential or Commuter student