YoVDO

Robust, Interpretable Statistical Models - Sparse Regression with the LASSO

Offered By: Steve Brunton via YouTube

Tags

Statistical Modeling Courses Data Science Courses Machine Learning Courses Overfitting Courses

Course Description

Overview

Explore sparse regression and the LASSO algorithm in this informative 28-minute video lecture by Steve Brunton. Delve into the importance of building interpretable and robust models with minimal variables in data science and machine learning. Learn about Tibshirani's original LASSO paper and gain insights from Chapter 3 of "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control." Access additional resources, including the book's website, PDF, and Amazon link, to further enhance your understanding of this crucial topic in statistical modeling.

Syllabus

Robust, Interpretable Statistical Models: Sparse Regression with the LASSO


Taught by

Steve Brunton

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity Natural Language Processing
Columbia University via Coursera Probabilistic Graphical Models 1: Representation
Stanford University via Coursera Computer Vision: The Fundamentals
University of California, Berkeley via Coursera Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent