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gaussian process regression

bayesian statistics

hyperparameter optimization

DataMListic
Bayesian Optimization

In this video, we explore Bayesian Optimization, which constructs probabilistic models of unknown functions and strategically ...

8:15
Bayesian Optimization

37,440 views

8 months ago

paretos
Bayesian Optimization (Bayes Opt): Easy explanation of popular hyperparameter tuning method

Bayesian Optimization is one of the most popular approaches to tune hyperparameters in machine learning. Still, it can be applied ...

9:50
Bayesian Optimization (Bayes Opt): Easy explanation of popular hyperparameter tuning method

114,399 views

4 years ago

Machine Learning Mastery
Bayesian Optimization - Math and Algorithm Explained

Learn the algorithmic behind Bayesian optimization, Surrogate Function calculations and Acquisition Function (Upper Confidence ...

18:00
Bayesian Optimization - Math and Algorithm Explained

66,827 views

4 years ago

Computerphile
Using Bayesian Approaches & Sausage Plots to Improve Machine Learning - Computerphile

Bayesian logic is already helping to improve Machine Learning results using statistical models. Professor Mike Osborne drew us ...

11:02
Using Bayesian Approaches & Sausage Plots to Improve Machine Learning - Computerphile

48,209 views

1 year ago

paretos
Easy introduction to gaussian process regression (uncertainty models)

Gaussian process regression (GPR) is a probabilistic approach to making predictions. GPRs are easy to implement, flexible, and ...

5:04
Easy introduction to gaussian process regression (uncertainty models)

105,822 views

4 years ago

krubots
Bayesian Optimization - How it works?

Curious about Bayesian Optimization? It's a powerful tool for finding the global optimal value of a costly-to-evaluate black box ...

8:27
Bayesian Optimization - How it works?

174 views

1 year ago

The Friendly Statistician
What Is Bayesian Optimization? - The Friendly Statistician

What Is Bayesian Optimization? Have you ever wondered how optimization problems are tackled in various fields?

2:15
What Is Bayesian Optimization? - The Friendly Statistician

120 views

8 months ago

MacCormac
Bayesian Optimisation
7:37
Bayesian Optimisation

21,842 views

3 years ago

People also watched

MIT OpenCourseWare
17. Bayesian Statistics

MIT 18.650 Statistics for Applications, Fall 2016 View the complete course: http://ocw.mit.edu/18-650F16 Instructor: Philippe ...

1:18:05
17. Bayesian Statistics

262,409 views

8 years ago

Pupusse LINCS
A tutorial on Bayesian optimization with Gaussian processes

Speaker: Lorenzo Maggi (Nokia Bell Labs France). Webpage: ...

1:05:56
A tutorial on Bayesian optimization with Gaussian processes

17,979 views

4 years ago

Cassie Kozyrkov
Are you Bayesian or Frequentist?

What if I told you I can show you the difference between Bayesian and Frequentist statistics with one single coin toss? SUMMARY ...

7:03
Are you Bayesian or Frequentist?

286,978 views

5 years ago

AutoML Seminars
Vanilla Bayesian Optimization Performs Great in High Dimensions

Title: Vanilla Bayesian Optimization Performs Great in High Dimensions Abstract: In Bayesian optimization (BO), complexity and ...

35:19
Vanilla Bayesian Optimization Performs Great in High Dimensions

7,430 views

1 year ago

Very Normal
Explaining the biggest “beef” in statistics | Bayesian #2

To try everything Brilliant has to offer for free for a full 30 days, visit https://brilliant.org/VeryNormal. You'll also get 20% off an ...

21:04
Explaining the biggest “beef” in statistics | Bayesian #2

119,040 views

1 year ago

INFORMS
INFORMS TutORial: Bayesian Optimization

By Peter Frazier | Bayesian optimization is widely used for tuning deep neural networks and optimizing other black-box objective ...

1:27:05
INFORMS TutORial: Bayesian Optimization

22,969 views

7 years ago

PyData
Gilles Louppe | Bayesian optimization with Scikit-Optimize

PyData Amsterdam 2017 You are given access to an espresso machine with many buttons and knobs to tweak. Your task is to ...

28:54
Gilles Louppe | Bayesian optimization with Scikit-Optimize

16,115 views

8 years ago

Mathematics with Woody
Introduction to Bayesian Statistics - A Beginner's Guide

Bayesian statistics is used in many different areas, from machine learning, to data analysis, to sports betting and more. It's even ...

1:18:47
Introduction to Bayesian Statistics - A Beginner's Guide

123,827 views

4 years ago

rasmusab
Introduction to Bayesian data analysis - part 1: What is Bayes?

Try my new interactive online course "Fundamentals of Bayesian Data Analysis in R" over at DataCamp: ...

29:30
Introduction to Bayesian data analysis - part 1: What is Bayes?

303,516 views

8 years ago

paretos
Coding Bayesian Optimization (Bayes Opt) with BOTORCH - Python example for hyperparameter tuning

Bayesian Optimization is one of the most common optimization algorithms. While there are some black box packages for using it ...

29:29
Coding Bayesian Optimization (Bayes Opt) with BOTORCH - Python example for hyperparameter tuning

20,774 views

4 years ago

machinelearningplus
Bayesian Hyperparameter Tuning | Hidden Gems of Data Science

... we discuss Bayesian optimization method for Hyperparameter Tuning. Chapters: 0:00 Introduction to Hyperparameter Tuning ...

15:27
Bayesian Hyperparameter Tuning | Hidden Gems of Data Science

6,460 views

1 year ago

Mutual Information
Gaussian Processes

The machine learning consultancy: https://truetheta.io Join my email list to get educational and useful articles (and nothing else!)

23:47
Gaussian Processes

173,459 views

4 years ago

3Blue1Brown
Bayes theorem, the geometry of changing beliefs

Perhaps the most important formula in probability. Help fund future projects: https://www.patreon.com/3blue1brown An equally ...

15:11
Bayes theorem, the geometry of changing beliefs

5,503,624 views

6 years ago

Siraj Raval
Hyperparameter Optimization - The Math of Intelligence #7

We'll go over grid search, random search, and Bayesian Optimization. I'll also cover the difference between Bayesian and ...

9:51
Hyperparameter Optimization - The Math of Intelligence #7

116,246 views

8 years ago

Taylor Sparks
32. Bayesian Optimization

Welcome back to our Materials Informatics series! In today's episode, we delve into Bayesian Optimization, a critical tool for ...

26:18
32. Bayesian Optimization

10,867 views

1 year ago

Veritasium
The Bayesian Trap

Bayes' theorem explained with examples and implications for life. Check out Audible: http://ve42.co/audible Support Veritasium on ...

10:37
The Bayesian Trap

4,401,386 views

8 years ago

Microsoft Research
Bayesian Approaches for Black Box Optimization

Bayesian Approaches for Black Box Optimization.

21:06
Bayesian Approaches for Black Box Optimization

4,857 views

9 years ago

McGill AI Lab
Bayesian Optimization Explained in 18 Minutes

Bayesian optimization (BO) is a popular approach to hyperparameter tuning in machine learning. Today, we're breaking down ...

18:36
Bayesian Optimization Explained in 18 Minutes

96 views

1 month ago

Julia Galef
A visual guide to Bayesian thinking

I use pictures to illustrate the mechanics of "Bayes' rule," a mathematical theorem about how to update your beliefs as you ...

11:25
A visual guide to Bayesian thinking

2,034,759 views

10 years ago

UAI 2018
2. Bayesian Optimization

I am going to be talking to you about Bayesian optimization and will sort of run the gamut over Bayesian optimization I'll talk about ...

1:34:54
2. Bayesian Optimization

70,527 views

7 years ago

Very Normal
The better way to do statistics | Bayesian #1

To try everything Brilliant has to offer—free—for a 7 day trial, visit https://brilliant.org/VeryNormal. You'll also get 20% off an annual ...

17:25
The better way to do statistics | Bayesian #1

377,682 views

1 year ago