MLOps Day: Uniting Experts, Researchers & Students
On April 27th 2023 in Polytechnique Montreal
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The event will cover four topics, starting with a discussion on the challenges faced by data scientists in the field, followed by an exploration of MLOps practices derived from software engineering principles, adapted to evolving ML tools stack, and advocated by MLOps engineers across all companies dealing with data and ML models.
Next, we will step back and try to grasp the concepts involved in those emerging practices. What concepts are rebranded from other mature fields? How do researchers drive novelty in this field? What brand new concepts will be born as a result?
Last but not least, we will hear from a leader in the responsible AI movement about recent developments in technology provided to ML practitioners to ensure ethical and responsible use of AI. We will also open the floor for discussion on potential risks and benefits associated with large language models like ChatGPT and LLMOps practices that need to be developed.
Don’t miss out on this exciting event! Register now to join us for a day of informative talks and engaging discussions on MLOps.
Stay tuned!
Time | Topic | Event |
---|---|---|
9:00 - 9:15 | MLOps Day Opening | A Welcome Introduction from SEMLA’s Director: Prof. Foutse Khomh |
9:15 - 9:45 | MLOps Challenges | Talk on Navigating the Challenges of ML Deployment in the gaming industry By Jean-Michel Daignan |
9:45 - 10:15 | MLOps Challenges | Talk on Challenges of ML projects in 2023 By Alireza Darbehani |
10:15 - 10:30 | Break | Morning Coffee |
10:30 - 11:00 | MLOps Practices | Talk on Monitoring Machine Learning Applications By Heng Li |
11:00 - 11:30 | MLOps Practices | Talk on Reproducible ML Experimentation with DVC and VS Code By Alexander Kim |
11:30 - 12:00 | MLOps Practices | Talk on Practices for sane MLOps Engineering By Emilio Rivera-Landos |
12:00 - 14:00 | Break | Lunch & Networking |
14:00 - 14:30 | MLOps Concepts & Beyond | Talk: Is MLOps basically Data Engineering rebranded? By Apurva Misra |
14:30 - 15:00 | MLOps Concepts & Beyond | Talk on The Emergence of KnowledgeOps By Amir Feizpour |
15:00 - 15:30 | MLOps Concepts & Beyond | Talk on Advancing State-of-the-art Log Analytics Infrastructures By Weiyi Shang |
15:30 - 15:45 | Break | Evening Coffee |
15:45 - 16:15 | MLOps for Responsible AI | Talk on Policy-Driven Monitoring of AI systems By David Van Bruwaene |
16:15 - 17:00 | MLOps for Responsible AI | Panel on Benefits and Risks of the Rise of LLMs along with LLMOps Implications and Opportunities Panelists: Amir Feizpour, David Van Bruwaene, and Foutse Khomh |
Polytechnique Montréal - Lecture Room (M-1010)