#  Ashutosh vyas
• Male
• Bangalore
• India # Ashutosh vyas's Page

## Latest Activity Ashutosh vyas's blog post was featured

### Bayesian Machine Learning

Bayesian Machine Learning (part -7)Expectation-Maximization : A solved ExampleI have covered the theoretical part of EM algorithm in my previous posts. For reference below are the links:Part 4 ,Part 5 ,…See More
Oct 11 Ashutosh vyas's blog post was featured

### Bayesian Machine Learning

Bayesian Machine Learning (part -6)Probabilistic Clustering – Gaussian Mixture ModelContinuing our discussion on probabilistically clustering of our data, where we left out discussion on part 4 of our Bayesian inference series. As we have seen the modelling theory of Expectation – Maximization algorithm in part-5, its time to implement it.So, let’s start!!!For a better revision, please follow the link  :…See More
Sep 25 Ashutosh vyas shared their blog post on Facebook

### Bayesian Machine Learning

Sep 11 Ashutosh vyas posted a blog post

### Bayesian Machine Learning Part 5

Bayesian Machine Learning (part -5)Introduction: Expectation-MaximizationIn this blog we are going to see how Expectation-maximization algorithm works very closely. This blog is in strict continuation of the previous blog. Previously we saw how probabilistic clustering ended up into chicken-egg problem. That is, if we have distribution of latent variable, we can compute the parameters of the clusters and vice-versa. To understand how the entire approach works we need to learn few mathematical…See More
Sep 8 Ashutosh vyas's blog post was featured

### Bayesian Machine Learning Part 5

Bayesian Machine Learning (part -5)Introduction: Expectation-MaximizationIn this blog we are going to see how Expectation-maximization algorithm works very closely. This blog is in strict continuation of the previous blog. Previously we saw how probabilistic clustering ended up into chicken-egg problem. That is, if we have distribution of latent variable, we can compute the parameters of the clusters and vice-versa. To understand how the entire approach works we need to learn few mathematical…See More
Sep 8 Ashutosh vyas posted a blog post

### Bayesian Machine Learning

Bayesian Machine Learning (part - 4)IntroductionIn the previous post we have learnt about the importance of Latent Variables in Bayesian modelling. Now starting from this post, we will see Bayesian in action. We will walk through different aspects of machine learning and see how Bayesian methods will help us in designing the solutions. And also the additional capabilities and insights we can have by using it. The sections which follows are generally known as Bayesian inference. In this post we…See More
Aug 18 Ashutosh vyas's blog post was featured

### Bayesian Machine Learning

Bayesian Machine Learning (part - 4)IntroductionIn the previous post we have learnt about the importance of Latent Variables in Bayesian modelling. Now starting from this post, we will see Bayesian in action. We will walk through different aspects of machine learning and see how Bayesian methods will help us in designing the solutions. And also the additional capabilities and insights we can have by using it. The sections which follows are generally known as Bayesian inference. In this post we…See More
Aug 18 Ashutosh vyas posted a blog post

### Bayesian Machine Learning

Bayesian Machine Learning (part - 3) Bayesian ModellingIn this post we will see the methodology of building  Bayesian models. In my previous post I used a Bayesian model for linear regression. The model looks like:So, let us first understand the construction of the above model:when there is an arrow pointing from one node to another, that implies start nodes causes end…See More
Jul 18 Ashutosh vyas's blog post was featured

### Bayesian Machine Learning

Bayesian Machine Learning (part - 3) Bayesian ModellingIn this post we will see the methodology of building  Bayesian models. In my previous post I used a Bayesian model for linear regression. The model looks like:So, let us first understand the construction of the above model:when there is an arrow pointing from one node to another, that implies start nodes causes end…See More
Jul 18

## Profile Information

Short Bio
Working in data science domain from last 4 years and has a masters in data science as major
My Web Site Or LinkedIn Profile
Field of Expertise
Data Science, Machine Learning, Deep Learning, IoT
Professional Status
Manager
Years of Experience:
4
Mphasis next labs
Industry:
It
Senior data scientist l manager
How did you find out about DataScienceCentral?
Web scrolling
Interests:
Contributing, Networking, Finding a new position, New venture, Other
What is your Favorite Data Mining or Analytical Website?
http://https://www.kdnuggets.com

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## Ashutosh vyas's Blog

### Bayesian Machine Learning

Posted on October 11, 2019 at 5:17am

Bayesian Machine Learning (part -7)

Expectation-Maximization : A solved Example

I have covered the theoretical part of EM algorithm in my previous posts. For reference below are the links:…

Continue

### Bayesian Machine Learning

Posted on September 25, 2019 at 9:30am

Bayesian Machine Learning (part -6)

Probabilistic Clustering – Gaussian Mixture Model

Continuing our discussion on probabilistically clustering of our data, where we left out discussion on part 4 of our Bayesian inference series. As we have seen the modelling theory of…

Continue

### Bayesian Machine Learning Part 5

Posted on September 7, 2019 at 11:42pm

Bayesian Machine Learning (part -5)

Introduction: Expectation-Maximization

In this blog we are going to see how Expectation-maximization algorithm works very closely. This blog is in strict continuation of the previous blog. Previously we saw how…

Continue

### Bayesian Machine Learning

Posted on August 16, 2019 at 8:34am

Bayesian Machine Learning (part - 4)

Introduction

In the previous post we have learnt about the importance of Latent Variables in Bayesian modelling. Now starting from…

Continue