Polars and Time Series: what it can do, and how to overcome any limitation

🔊 Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024
2024.pycon.de/...
🎓 Watch Marco Gorelli discuss how to effectively utilize Polars for time series analysis and overcome limitations, making it a must-watch for anyone working with time series data.
Speakers:
Marco Gorelli
Description:
Marco Gorelli, a Senior Software Engineer at Quansight Labs, will be discussing the capabilities of Polars for time series analysis in an upcoming technical talk. With a background in Mathematics and expertise in pandas and Polars, Marco will cover basic built-in time series operations and demonstrate how to extend Polars using numba, numpy, and scipy for more complex tasks like non-linear interpolation. Attendees will also learn how to implement advanced, custom time series operations as Polars plugins, such as business day arithmetic. The talk will assume basic Python and data knowledge but no prior experience with Polars. By the end of the session, participants will be equipped to tackle any time series analysis task using Polars effectively.
⭐️ 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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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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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.

[@joomzb]

Bravo! Magnificent performance

[@imtryinghere1]

This is the most impressive video presentation on any area of technology that I have ever seen in the last hour.

[@magdalenaanopsy9668]

Love it!

[@calmcode-io]

Gotta say, not everyone can do the "dry sense of humor" in a tech talk, but this talk is acing it!