Name: AI-Powered GPU Kernel Optimization + Distributed PyTorch with nbdistributed
Start: 2025-10-20T18:00:00+02:00
End: 2025-10-20T19:00:00+02:00

**Zoom link**: [https://us02web.zoom.us/j/82308186562](https://us02web.zoom.us/j/82308186562)

**Talk #0: Introductions and Meetup Updates**
by Chris Fregly and Antje Barth
New book on high-performance co-design of hardware (NVIDIA GPUs, software (PyTorch, vLLM), and algorithms coming next month! Pre-order now and be the first to experience the magic!!
https://www.amazon.com/Systems-Performance-Engineering-Optimizing-Inference/dp/B0F47689K8

**Talk #1: High-Performance, AI-Powered GPU Kernel and System Optimization Engine by Mohammed Abdelfattah @ Mako.dev**
In this talk, we explain the high-level architecture for Mako's Automated GPU Kernel and System Optimization Engine, and we will present some case studies of advanced optimizations enabled by our approach.

**Talk #2: Distributed, Large-Scale PyTorch Training with Hugging Face accelerate and nbdistributed on NVIDIA GPUs by Zachary Mueller @ HuggingFace and Scratch to Scale (Course on Large-Scale Training in the Modern World)**
In this talk, Zachary will deliver part of his upcoming course called Scratch to Scale: Large-Scale Training in the Modern World using PyTorch, Hugging Face accelerate, and nbdistributed (notebook distributed) for massive, in-notebook training jobs. Enrol now! https://maven.com/walk-with-code/scratch-to-scale

**Zoom link**: [https://us02web.zoom.us/j/82308186562](https://us02web.zoom.us/j/82308186562)

**Related Links**
Github Repo: [http://github.com/cfregly/ai-performance-engineering/](http://github.com/cfregly/ai-performance-engineering/)
O'Reilly Book: [https://www.amazon.com/Systems-Performance-Engineering-Optimizing-Algorithms/dp/B0F47689K8/](https://www.amazon.com/Systems-Performance-Engineering-Optimizing-Algorithms/dp/B0F47689K8/)
YouTube: [https://www.youtube.com/@AIPerformanceEngineering](https://www.youtube.com/@AIPerformanceEngineering)
Generative AI Free Course on DeepLearning.ai: [https://bit.ly/gllm](https://bit.ly/gllm)

Chris Fregly

AI Performance Engineering Meetup (Munich2)

Technology

Deep Learning

Artificial Intelligence

Neural Networks

TensorFlow

Artificial Intelligence Applications

Apache Spark

Data Analytics

Kubernetes

Data Science

Natural Language Processing

Machine Learning

PyTorch

CUDA: Compute Unified Device Architecture

AI-Powered GPU Kernel Optimization + Distributed PyTorch with nbdistributed

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AI Performance Engineering Meetup (Munich2)

AI-Powered GPU Kernel Optimization + Distributed PyTorch with nbdistributed

AI Performance Engineering Meetup (Munich2)

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