The evolution of Feature Stores [PyCon DE & PyData Berlin 2024]

🔊 Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024
2024.pycon.de/...
🎓 Watch Olamilekan Wahab discuss the evolution of Feature Stores and their crucial role in bridging the gap between data engineering and machine learning workflows, exploring their history, current landscape, and future potential with the advent of the AI Act.
Speakers:
Olamilekan Wahab
Description:
Olamilekan Wahab, an Engineering Manager at Zalando, sheds light on the evolution of Feature Stores in the machine learning lifecycle. Feature Stores play a crucial role in bridging data engineering and ML workflows. From Uber's Michelangelo to modern solutions like Feast and Hopsworks, the history and advancement of Feature Stores are explored. The talk also delves into Zalando's success in creating a central Feature Store for seamless feature serving. The future of Feature Stores is envisioned in the context of the AI ACT, discussing regulatory impacts and the potential of federated learning. This insightful session provides a comprehensive overview of Feature Stores and their evolving landscape.
⭐️ About PyCon DE & PyData Berlin:
The PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.
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Links:
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The conference is organized by
• Python Softwareverband e.V.: pysv.org
• NumFOCUS Inc.: numfocus.org
• Pioneers Hub gemeinnützige GmbH: pioneershub.org
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#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community
Acknowledgements:
Special thanks to all the volunteers and sponsors who made this event possible.
About:
Python Softwareverband e.V.:
PySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.
NumFOCUS Inc.
supports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.
Pioneers Hub gemeinnützige GmbH:
is a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.
www.pydata.org
PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.