LED Drivers: Microcontrollers Understanding

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Related lectures (26)

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Explains the concept of least squares solutions and their application in finding the closest solution to a system of equations.

QR Factorization: Least Squares System Resolution

Covers the QR factorization method applied to solving a system of linear equations in the least squares sense.

Predicting Rainfall: Miniproject BIO-322

Introduces a miniproject where students predict rainfall in Pully using machine learning, focusing on reproducibility and code quality.

Linear Algebra Review: Vector Spaces and Matrix Operations

Offers a quick review of key linear algebra concepts essential for further topics.

Matrix Equivalence Theorems

Explores matrix equivalence theorems for systems of equations and least squares solutions.

Linear Regression: Basics and Estimation

Covers the basics of linear regression and how to solve estimation problems using least squares and matrix notation.

Least Squares Solutions

Covers least squares solutions for linear systems using matrix operations and normal systems, illustrated with examples.

Principal Component Analysis: Dimensionality Reduction

Covers Principal Component Analysis for dimensionality reduction, exploring its applications, limitations, and importance of choosing the right components.

Matrix Factorization: Least Squares Method

Covers the factorization of a matrix and the least squares method.

Linear Dependence Theorems and Proofs

Explores linear dependence theorems and proofs, emphasizing the importance of understanding linear dependence in linear algebra.