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#Latent Dirichlet Allocation

Showing: 8 courses
Serrano.Academy

Natural Language Processing

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Explore Latent Dirichlet Allocation through a two-part series, covering its fundamentals and training using Gibbs Sampling.
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2 Lesons
30 minutes
On-Demand
Free-Video
Serrano.Academy

Unsupervised Learning

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Explore key unsupervised learning techniques including clustering, dimensionality reduction, and generative models. Gain insights into real-world applications like recommendation systems and image compression.
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10 Lesons
4 hours 30 minutes
On-Demand
Free-Video
Aladdin Persson

Latent Dirichlet Allocation with Gibbs Sampling Explained

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Comprehensive explanation of Latent Dirichlet Allocation (LDA) with Gibbs Sampling, covering topic modeling, posterior inference, and implementation details. Ideal for those interested in understanding this classic machine learning technique.
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10 Lesons
33 minutes
On-Demand
Free-Video
Aladdin Persson

Latent Dirichlet Allocation Tutorial

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Explore Latent Dirichlet Allocation in Python: Learn to implement this powerful topic modeling technique for text analysis and document classification.
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1 Lesons
27 minutes
On-Demand
Free-Video
Alan Turing Institute

Mirrored Langevin Dynamics - Ya-Ping Hsieh

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Explore posterior sampling in constrained distributions, focusing on Latent Dirichlet Allocation. Learn about a unified framework for deriving novel sampling schemes with improved convergence rates.
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1 Lesons
39 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Mining Controller Inputs to Understand Gameplay

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Innovative approach using probabilistic topic models to analyze controller inputs, revealing gameplay patterns and player-independent action types in video games.
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1 Lesons
21 minutes
On-Demand
Free-Video
Serrano.Academy

Training Latent Dirichlet Allocation: Gibbs Sampling - Part 2

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Explore Gibbs sampling for training Latent Dirichlet Allocation models, learning to sort documents into topics efficiently through practical exercises and in-depth explanations.
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10 Lesons
27 minutes
On-Demand
Free-Video
Serrano.Academy

Latent Dirichlet Allocation - Part 1

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Explore Latent Dirichlet Allocation, a powerful machine learning technique for sorting documents by topic. Learn its principles, applications, and implementation in this comprehensive tutorial.
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17 Lesons
27 minutes
On-Demand
Free-Video