MLOps.community

MLOps.community #10 - MLOps - The Blind Men and the Elephant with Saurav Chakravorty


Listen Later

Meet up #10 Saurav Chakravorty sat down with us to talk about his vision of how MLOps reflects the old Indian story of blind men and an Elephant.


Join the Community: ⁠⁠⁠⁠⁠⁠⁠⁠https://go.mlops.community/YTJoinIn⁠⁠⁠⁠⁠⁠⁠⁠

Get the newsletter: ⁠⁠⁠⁠⁠⁠⁠⁠https://go.mlops.community/YTNewsletter


As a lead data scientist at Brillo, Saurav has built many MLOps pipelines and has experience using different ML platforms. He comes to talk with us about the difficulties of taking an ML platform from infancy to production and other key factors he has seen within the MLOps space.

  

Today, data science is a field that is an aggregation of people from various backgrounds - econometrics, statistics, engineering, business analysts, and data engineers. Each of these groups has different expectations from a Machine Learning platform. But, each group faces problems that have some common challenges - improving reproducibility, reducing technical debt, and reducing the time to try new experiments. The challenge before any MLOps system is to create platforms and processes that address the needs of each of these groups.   


Saurav is a tinkerer in the Machine Learning world with experience in the design and development of ML applications and processes.  In the past few years, he has been focused on improving the processes and tools around the Machine Learning teams. He explores the ideas of Auto ML, ML Ops, and model evaluation. He helps customers adopt and use the best tools and processes that allow them to scale their Data Science or Machine Learning tools. He has development experience in the open stack ML platforms and, of late, the managed ML services from Azure and AWS.  


You can read his article about creating your own MLOps pipeline with open source tools here: https://towardsdatascience.com/mlops-reducing-the-technical-debt-of-machine-learning-dac528ef39de  


Join our MLOps community Slack:

https://go.mlops.community/slack
Come to our next MLOps meetup: https://tinyurl.com/yajmywre  

Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/

Connect with Saurav on LinkedIn: https://www.linkedin.com/in/sauravchakravorty/

...more
View all episodesView all episodes
Download on the App Store

MLOps.communityBy Demetrios

  • 4.6
  • 4.6
  • 4.6
  • 4.6
  • 4.6

4.6

23 ratings


More shows like MLOps.community

View all
The a16z Show by Andreessen Horowitz

The a16z Show

1,093 Listeners

Software Engineering Daily by Software Engineering Daily

Software Engineering Daily

624 Listeners

Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

Super Data Science: ML & AI Podcast with Jon Krohn

302 Listeners

NVIDIA AI Podcast by NVIDIA

NVIDIA AI Podcast

343 Listeners

Data Engineering Podcast by Tobias Macey

Data Engineering Podcast

146 Listeners

Y Combinator Startup Podcast by Y Combinator

Y Combinator Startup Podcast

227 Listeners

Practical AI by Practical AI LLC

Practical AI

205 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

95 Listeners

Dwarkesh Podcast by Dwarkesh Patel

Dwarkesh Podcast

519 Listeners

No Priors: Artificial Intelligence | Technology | Startups by Conviction

No Priors: Artificial Intelligence | Technology | Startups

129 Listeners

This Day in AI Podcast by Michael Sharkey, Chris Sharkey

This Day in AI Podcast

228 Listeners

AI + a16z by a16z

AI + a16z

36 Listeners

Lightcone Podcast by Y Combinator

Lightcone Podcast

22 Listeners

Training Data by Sequoia Capital

Training Data

42 Listeners

The Pragmatic Engineer by Gergely Orosz

The Pragmatic Engineer

71 Listeners