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Event

PyConDE & PyData Berlin 2023

2023-04-17 – 2023-04-19 PyData

Activities tracked

2

Filtering by: Theodore Meynard ×

Top Topics

Python 49 AI/ML 31 NLP 15 Data Science 11 API 10 Pandas 8 Cloud Computing 7 GitHub 6 Rust 6 MLOps 6 LLM 5 Analytics 4 CI/CD 4 PyTorch 4 HTML 3

Top Speakers

Lev Konstantinovskiy 3 Noa Tamir 3 Patrick Hoefler 3 Joris Van den Bossche 2 Theodore Meynard 2 Gregor Riegler 2 Jérémy Tuloup 2 Nico Kreiling 2 Nitsan Avni 2 Tereza Iofciu 2 Cheuk Ting Ho 1 Ines Montani 1

Sessions & talks

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MLOps in practice: our journey from batch to real-time inference

2023-04-18
talk
Theodore Meynard
AI/ML CI/CD MLOps

I will present the challenges we encountered while migrating an ML model from batch to real-time predictions and how we handled them. In particular, I will focus on the design decisions and open-source tools we built to test the code, data and models as part of the CI/CD pipeline and enable us to ship fast with confidence.

Software Design Pattern for Data Science

2023-04-18
talk
Theodore Meynard
Data Science

Even if every data science work is special, a lot can be learned from similar problems solved in the past. In this talk, I will share some specific software design concepts that data scientists can use to build better data products.