~/talks

Andy Terrel

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titleconferencedate
Building Inference Workflows with Tile LanguagesPyData Seattle 20252025-11-07
Claim: inference gets 15x lower cost per token on recent Blackwell hardware and a tile compiler maps NumPy-style array code to tensor cores. Tools actually…
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CUDA in Python- A New Era for GPU AccelerationPyData London 20252025-06-06
Concrete claims and tools: Python bindings for CUDA (nvmath-python, cccl-python, cuda-core, numba-cuda) plus cuPy, cuDF and cuPy‑numeric/Legate stack that…
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Accelerating GPU Algorithms in pure PythonPyData NYC 20242024-11-06
Claims that pure Python kernels JIT‑compile to the same code and match CUDA C++ performance, demonstrated with a copy, tiled matrix transpose, and batched…
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GPU development in Python 101PyData London 20242024-06-14
Claims: Python can write GPU code no C++ required and run it on Colab T4s. Tools actually used: Numba kernels, cuPy, cuDF (the cuDF pandas plugin), Dask with…
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The Beauty and the Beast: Python on GPUSPyData NYC 20232023-11-01
Python code runs correctly on GPUs only when it handles memory and threading explicitly or uses tooling that does it for you: low‑level CUDA and CUDA Python…
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How to review a modelPyData Global 20202020-11-11
Models are framed as a high‑risk technical‑debt asset and the claim is that disciplined review practices pay that debt down. The repo contains notebooks, a…
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Becoming a Data Head, a reflection on the trade offs and decisionPyData Austin 20192019-12-07
Claims concrete tradeoffs: builds mission-driven hiring to recruit people, runs a platform data team not point-to-point, and accepts that ~50% project failure…
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Building an Open Platform for Sustaining Data Science InnovationPyData Los Angeles 20182018-10-17
NumFOCUS claims an operational platform: 26 sponsored and 24 affiliated projects producing roughly 50 packages that combine into a reusable stack. Example…
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Dev Ops meets Data Science Taking models from prototype to production with DockerPyData DC 20162016-10-07
Shows a working path from prototype model to production API using Docker, Kubernetes and Anaconda and reports concrete outcomes: Docker image deploy in 10…
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