#516: Accelerating Python Data Science at NVIDIA

#516: Accelerating Python Data Science at NVIDIA

Python’s data stack is getting a serious GPU turbo boost. In this episode, Ben Zaitlen from NVIDIA joins us to unpack RAPIDS, the open source toolkit that lets pandas, scikit-learn, Spark, Polars, and even NetworkX execute on GPUs. We trace the project’s origin and why NVIDIA built it in the open, then dig into the pieces that matter in practice: cuDF for DataFrames, cuML for ML, cuGraph for graphs, cuXfilter for dashboards, and friends like cuSpatial and cuSignal. We talk real speedups, how the pandas accelerator works without a rewrite, and what becomes possible when jobs that used to take hours finish in minutes. You’ll hear strategies for datasets bigger than GPU memory, scaling out with Dask or Ray, Spark acceleration, and the growing role of vector search with cuVS for AI workloads. If you know the CPU tools, this is your on- ramp to the same APIs at GPU speed.

Avsnitt(517)

#20: Interactive Python and Teaching Python: Beyond Text Books

#20: Interactive Python and Teaching Python: Beyond Text Books

What if your computer science textbooks could run their python code samples and that code ran directly in your browser, kinda like JavaScript but better, because: Python. It is possible and Brad Miller is making it happen!

11 Aug 201548min

#19: Automate the Boring Stuff with Python

#19: Automate the Boring Stuff with Python

Some of the things we do in life are tedious and boring. It's the kind of thing that machines or robots could do. So let's build those machines!

4 Aug 201541min

#18: Python Anti-patterns and other mistakes

#18: Python Anti-patterns and other mistakes

Often the most important lessons we learn is what NOT to do. Show #18 is all about BAD Python code and Python Antipatterns with Andreas Dewes. Listen in to learn about the "Empty Intern Except Block" and other dubious coding decisions!

28 Juli 201548min

#17: Python on bare metal with MicroPython

#17: Python on bare metal with MicroPython

How many layers of abstraction and indirection are between your python code and machine instructions? What if that number could be 1 and Python itself was the operating system? That would be so amazing, right?

21 Juli 201551min

#16: Python at Netflix

#16: Python at Netflix

Right now there is a chaos monkey running through AWS knocking over Netflix servers. But don't be alarmed! It's all part of the plan. This is Talk Python to Me with Roy Rapoport from Netflix and the topic is "Python at Netflix."

14 Juli 201556min

#15: Python at Spotify, PSF, and PyLadies

#15: Python at Spotify, PSF, and PyLadies

A strong community is one of Python's super-powers and that's what this episode of Talk Python To Me is all about! We speak with Lynn Root about her work with Python at Spotify, her role in the PSF as a Python Software Foundation board member, how she came to be the founder of PyLadies San Francisco, her talks and presentations, as well as some excellent open source work she is doing.

7 Juli 201549min

#14: Moving from PHP to Python 3 with Patreon

#14: Moving from PHP to Python 3 with Patreon

It's uncommon when technology and purpose combine to create something amazing. But that's exactly what's happening here a Patreon. Learn how they are using Python to enable an entirely new type of crowdsourcing for creative endeavours (podcasting, art, open source, and more).

30 Juni 201549min

#13: Flask web framework and much, much more

#13: Flask web framework and much, much more

Did you know that Flask has its origins in an April fools joke that unexpectedly took off? Listen in this week to hear about the history, current state, and future of Flask with its creator Armin Ronacher. You'll learn how he's using Python as the backend for a set of major computer games. His thoughts on the future of web development and HTTP 2. And why Rust is an amazing new language you should check out.

23 Juni 201550min

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