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YouTube

Latent Dirichlet Allocation - Part 1

Serrano.Academy via YouTube

Overview

This course teaches learners about Latent Dirichlet Allocation, a machine learning technique used for sorting documents by topic. The course covers topics such as the blueprint for the LDA machine, probability of a document, distributions, dimensions, and best settings on the machine. The teaching method includes video lectures and quizzes. This course is intended for individuals interested in machine learning and document sorting techniques.

Syllabus

Introduction
The problem
Machine that generates documents
Blueprint for the LDA machine
Probability of a document
Quiz: Which one for topics?
A distribution of distributions
More topics? More dimensions
In More dimensions
Quiz: Where to put the topics?
Two Dirichlet distributions
Latent Dirichlet Allocation
Best settings on the machine
The winning arrangements
Series of two videos
Acknowledgements
Thank you!

Taught by

Serrano.Academy

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