# Category:Machine learning

From Stochiki

## 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