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[Coursera] Bayesian Methods for Machine Learning - [FCO] GloDLS

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_NAME_:[Coursera] Bayesian Methods for Machine Learning - [FCO] GloDLS
Description:


Instructors: Daniil Polykovskiy, Alexander Novikov
Offered By: National Research University Higher School of Economics
Language: English
Subtitle: Included
Torrent Contains: 136 Files, 11 Folders
Course Source: https://www.coursera.org/learn/bayesian-methods-in-machine-learning

About this Course

Bayesian methods are used in lots of fields: from game development to drug discovery. They give superpowers to many machine learning algorithms: handling missing data, extracting  much more information from small datasets. Bayesian methods also allow us to estimate uncertainty in predictions, which is a really desirable feature for fields like medicine.
When Bayesian methods are applied to deep learning, it turns out that they allow you to compress your models 100 folds, and automatically tune hyperparametrs, saving your time and money.
In six weeks we will discuss the basics of Bayesian methods: from how to define a probabilistic model to how to make predictions from it. We will see how one can fully automate this workflow and how to speed it up using some advanced techniques.
We will also see applications of Bayesian methods to deep learning and how to generate new images with it. We will see how new drugs that cure severe diseases be found with Bayesian methods.

About National Research University Higher School of Economics

National Research University - Higher School of Economics (HSE) is one of the top research universities in Russia. Established in 1992 to promote new research and teaching in economics and related disciplines, it now offers programs at all levels of university education across an extraordinary range of fields of study including business, sociology, cultural studies, philosophy, political science, international relations, law, Asian studies, media and communications, IT, mathematics, engineering, and more. Learn more on www.hse.ru

SKILLS YOU WILL GAIN

• Bayesian Optimization
• Gaussian Process
• Markov Chain Monte Carlo (MCMC)
• Variational Bayesian Methods




YouTube Video:
Catégorie:Tutorials
Langue :English  English
Taille totale:2.20 GB
Info Hash:D39FFAB169B8717131BD5C5C511983E03FB6423B
Ajouté par:Prom3th3uS Super AdministratorMovie PirateVIP
Date:2018-12-28 15:46:01
Statut Torrent:Torrent Verified


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