Category:Machine learning
Machine learning (ML) is a field devoted to understanding and building methods that let machines "learn" -- that is, methods that leverage data to improve computer performance on some set of tasks.
Guides
This category has the following 5 guides, out of 5 total.
Machine Learning: The Basics
Introduction to machine learning
- Pages10
- Questions0
- Exercises61
Created 2023-06-09
Lecture notes on ridge regression
Collection of many well-known results on ridge regression.
- Pages11
- Questions0
- Exercises65
Created 2023-06-22
Neural Network Architectures
Lecture notes on theoretical aspects of deep learning copied from "Neural Network Architectures" (arXiv:2304.05133) by Evelyn Herberg
- Pages5
- Questions0
- Exercises0
Created 2023-06-27
Introduction to Machine Learning for the Sciences
Introductory machine learning course specifically developed with STEM students in mind
- Pages8
- Questions0
- Exercises0
Created 2024-05-17
A Brief Introduction to Causal Inference in Machine Learning
Introducing students to expand their view and knowledge of machine learning to incorporate causal reasoning
- Pages18
- Questions0
- Exercises0