MLOps EngineeringLabs

MLOps community meetup #98! On April 20, we will be talking to Niels Bantilan, Machine Learning Engineer of Union.ai and Haytham Abuelfutuh, CTO of Union.Ai, about MLOps EngineeringLabs: What We Learned Building End-to-end ML Applications on Flyte / How Flyte Orchestrates Tasks and Workflows.
// Register at:
https://home.mlops.community/home/events/applications-of-data-science-2022-03-09
// Abstract:
This talk will provide some background on the March 2022 MLOps EngineeringLab in collaboration with the team behind Flyte, then go into lightning talks given by the three winning teams.
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?
// Bio:
Niels Bantilan
Niels is a machine learning engineer and core maintainer of Flyte, an open-source ML orchestration tool, and author and maintainer of Pandera, a statistical typing and data testing tool for dataframes. His mission is to develop open-source tools for making data science and machine learning practitioners more productive.
He has a Masters in Public Health with a specialization in sociomedical science and public health informatics, and prior to that a background in developmental biology and immunology. His research interests include reinforcement learning, AutoML, creative machine learning, and fairness, accountability, and transparency in automated systems.
Haytham Abuelfutuh
Haytham is a co-founder and CTO of Union.AI. And a co-founder and a maintainer of the Flyte Open Source Project.
Haytham has gained experience in building distributed systems and cloud-native solutions through his tenure at Microsoft, Google, and Lyft.
// Final thoughts
Please feel free to drop some questions you may have beforehand into our slack channel (https://go.mlops.community/slack)
Watch some old meetups on our youtube channel:
https://www.youtube.com/channel/UCG6qpjVnBTTT8wLGBygANOQ