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"Scale Data Science by Pandas API on Spark" - Xinrong Meng (PyBay 2023) 

SF Python
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Xinrong Meng
pybay.com/speakers/#sz-speake...
As Python has become the go-to language for data science, pandas has quickly evolved into a standard library in the field. However, one key drawback of pandas is its inability to linearly scale with increasing data volumes, primarily due to its reliance on single-machine processing. Pandas API on Spark addresses this issue, empowering users to handle vast datasets by leveraging Apache Spark while preserving the pandas APIs.
In this talk, I will introduce the Pandas API on Spark, explain how it enables the scaling of data science workloads, and explore the reasons behind its highly optimized performance. By the end of the session, you will have the knowledge to scale your existing data science workloads seamlessly using this powerful tool.
PyBay features the most influential speakers presenting the most crucial technologies to help beginners and seasoned developers alike get up-to-date quickly, in a single-track format. Whether you’re interested in web technologies, data, devops, Python internals, or performance, PyBay will help you stay on top of your game AND network with engineers at companies that are hiring!
Working remotely and want to meet your teammates to boost team cohesiveness? Leverage the platform we’ve built. There are great talks, yummy food, fresh air, vitamin D... all the elements developers crave for these days. If there are talks that don’t interest your team, take the opportunity to talk to speakers, create your own team activities or book a tee-time at the adjacent miniature golf course!
PyBay is the regional Python conference for the San Francisco Bay Area, bringing together Pythonistas from around the Bay Area and beyond. It is a volunteer-run organization dedicated to building a stronger Python community. PyBay offers deep-dive talks and networking opportunities that aim to enrich and empower the Python community. PyBay is part of BAPyA (Bay Area Python Association). BAPyA member organizations are the SF Python, Pyninsula, and BayPIGgies meetups.
Produced by NDV: / @nextdayvideo
Sun Oct 8 17:00:00 2023 at Bungalo West

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27 июн 2024

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