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#Restricted Boltzmann Machine

Showing: 9 courses
Serrano.Academy

Generative Models

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Explore denoising autoencoders, VAEs, GANs, and RBMs in this comprehensive introduction to generative models, covering key concepts and applications in machine learning.
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3 Lesons
1 hour 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
Serrano.Academy

Neural Networks

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This Course is a friendly introduction series to machine learning, deep learning, neural networks and generative adversarial networks.
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6 Lesons
3 hours 30 minutes
On-Demand
Free-Video

Restricted Boltzmann Machines

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Explore Restricted Boltzmann Machines: their layered structure, hidden and visible layers, statistical independence, and applications in modeling high-dimensional data like images.
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2 Lesons
30 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Restricted Boltzmann Machines for Maximum Satisfiability - IPAM at UCLA

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Explore how Restricted Boltzmann Machines can be applied to Maximum Satisfiability problems, leveraging neural network accelerators for efficient stochastic search in combinatorial optimization.
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1 Lesons
56 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Learning of Neural Networks with Quantum Computers and Learning of Quantum States with Graphical Models

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Explores quantum algorithms for neural network learning and quantum state learning using graphical models, showcasing advancements in computational efficiency and sample complexity for specific quantum states.
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1 Lesons
52 minutes
On-Demand
Free-Video
APS Physics

Learning Quantum with Generative Models

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Explore generative models for quantum state learning, covering neural networks, RBMs, and applications to GHZ states and local Hamiltonians.
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11 Lesons
49 minutes
On-Demand
Free-Video
Serrano.Academy

Restricted Boltzmann Machines - A Friendly Introduction

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Friendly introduction to Restricted Boltzmann Machines using real-life examples. Covers key concepts like probabilities, training, contrastive divergence, and Gibbs sampling for machine learning enthusiasts.
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15 Lesons
37 minutes
On-Demand
Free-Video
Artem Kirsanov

Boltzmann Machines - The Grandfather of Generative Models

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Explore Boltzmann Machines, early generative models learning data probability distributions using stochastic rules and latent representations. Understand their goals, distribution, update rules, and evolution to Restricted Boltzmann Machines.
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8 Lesons
33 minutes
On-Demand
Free-Video