MLOps.community

MLOps for Ad Platforms // Andrew Yates // MLOps Coffee Sessions #130

Oct 31, 2022

44:43

Creator website

Highlights

AI Chapters

Episode notes

Is the Open Source SDK for Machine Learning a Good Idea?

02:07

Facebook and Pinterest - Is There a Single Data Team?

02:08

Using a Jupyter Notebook to Run a Model on a Pinterest Notebook

01:34

Introduction

2min

Ad Platforms

4min

Is There Any Opportunity for Good Startups in Ad Tech?

3min

The Evolution of Ad Tech

4min

Facebook and Pinterest - Is There a Single Data Team?

2min

Optimize Your Ads - The Data Side

4min

Search and Discovery for Machine Learning Streaming

2min

Horse Trading and AB Experimentation and Launch Reviews

4min

DevOps

2min

10.

Building Machine Learning Models Using Data and Measurement Infrastructure

4min

11.

The Challenges of Machine Learning and Machine Learning

3min

12.

Is the Open Source SDK for Machine Learning a Good Idea?

2min

13.

Using a Jupyter Notebook to Run a Model on a Pinterest Notebook

2min

14.

Streaming and the Lack of Commitment in MLOps - What Are the Biggest Gotchas?

7min

MLOps Coffee Sessions #130 {Podcast BTS} with Andrew Yates, Adversarial MLOps on Other People's Money: Lessons Learned from Ad Tech co-hosted by Abi Aryan.

// Abstract
Design ML to be components in a larger system with stable interfaces is not tracible to monitor the entire stack as a black box. You need intermediate ground-truth signals. Ads are designed in this way.

You can go from profitable to non-profitable real quick with ads. This will determine whether your company is around a year or two. You play with money and sometimes you play a lot of it so make sure that it's correct.

// Bio
Andrew Yates formerly led ads ranking, auction, and marketplace engineering and research teams at Facebook and Pinterest. He specializes in designing billion-dollar content marketplaces that maximize long-term revenue while protecting both seller and user experiences. Andrew has published over a dozen patents in online advertising optimization.

// MLOps Jobs board
https://mlops.pallet.xyz/jobs

// MLOps Swag/Merch
https://mlops-community.myshopify.com/

// Related Links

--------------- ✌️Connect With Us ✌️ -------------
Join our slack community: https://go.mlops.community/slack
Follow us on Twitter: @mlopscommunity
Sign up for the next meetup: https://go.mlops.community/register
Catch all episodes, blogs, newsletters, and more: https://mlops.community/

Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/
Connect with Abi on LinkedIn: https://www.linkedin.com/in/abiaryan/
Connect with Andrew on LinkedIn: https://www.linkedin.com/in/andrew-yates-0217a985/