LIVESTREAM
MLOps EngineeringLabs: What We Learned Building End-to-end ML Applications on Flyte
Flyte is the backbone for large-scale Machine Learning and Data Processing (ETL) pipelines at Lyft, Spotify, BlackShark, and many others. It is used across business-critical applications ranging from ETA, Pricing, Mapping, Autonomous, and many more. At its core is a Kubernetes native workflow engine that executes 10M+ containers per month as part of thousands of workflows.
The talk will focus on:
What does a Simple ML User Journey look like?The sacrifices ML Practitioners have to do to achieve Robustness?How does Flyte help bridge the gap?
We will also provide some background on the March 2022 MLOps Engineering Labs in collaboration with the team behind Flyte, then go into lightning talks given by the three winning teams.
Speakers
Haytham Abuelfutuh
CTO @ Union.ai
Niels Bantilan
Machine Learning Engineer @ Union.ai
Amale El Hamri
ML Engineer @ Artefact
Ali Abbas Jaffri
Engineering Consultant @ ML Reply AG
Abdullahi Ahmed Omar
MLOps & Data Science Consultant @ Independent Consultant & Freelancer
Matheus Moreno
Machine Learning Engineer @ Hurb
Agenda
Track View
4:00 PM, GMT
-
4:15 PM, GMT
Stage 1
Opening / Closing
Musical Intro
4:15 PM, GMT
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4:30 PM, GMT
Stage 1
Presentation
How Flyte Orchestrates Tasks
+ Read More
4:30 PM, GMT
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4:40 PM, GMT
Stage 1
Presentation
What We Learned Building End-to-end ML Applications on Flyte
+ Read More
4:40 PM, GMT
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4:50 PM, GMT
Stage 1
Presentation
Team Artefact Presentation
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4:50 PM, GMT
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5:00 PM, GMT
Stage 1
Presentation
Team BraveHyenas2 Presentation
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5:00 PM, GMT
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5:10 PM, GMT
Stage 1
Presentation
Team Vamos-Dalhe Presentation
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5:10 PM, GMT
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5:15 PM, GMT
Stage 1
Opening / Closing
Q&A
5:15 PM, GMT
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5:30 PM, GMT
Stage 1
1:1 networking
Networking
Event has finished
April 20, 4:00 PM, GMT
Online
Event has finished
April 20, 4:00 PM, GMT
Online