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Vector and Matrix Operations

Offered By: Valerio Velardo - The Sound of AI via YouTube

Tags

Linear Algebra Courses Neural Networks Courses Vector Operations Courses Matrix Operations Courses

Course Description

Overview

Learn fundamental linear algebra concepts essential for understanding neural networks in this 26-minute video. Explore definitions of vectors and matrices, and master basic operations including scalar arithmetic, dot product, matrix transposition, and matrix multiplication. Access accompanying slides for visual reinforcement and join The Sound of AI community for further discussions. Gain crucial knowledge to comprehend the mathematical foundations of artificial neurons and prepare for advanced topics in deep learning for audio applications.

Syllabus

Intro
Scalar operations
Vector addition/subtraction
Dot product
Revisiting the notation of the artificial neuron
Matrices
Matrix dimensions
Matrix transposition
Matrix addition/subtraction
Matrix multiplication
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Taught by

Valerio Velardo - The Sound of AI

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