Latest
In this talk, Paige Bailey, Generative AI Developer Relations lead at Google, discusses Google's AI landscape with a focus on Gemini models and their applications.
Conference Talk 12: Slaying OOMs with PyTorch FSDP and torchaoIn this talk, Mark Saroufim and Jane Xu, discuss techniques and tools for mitigating Out of Memory (OOM) errors in PyTorch, specifically when working with LLMs.
Conference Talk 10: Systematically Improving RAG ApplicationsIn this talk, Jason Liu covers a a systematic approach to improving Retrieval Augmented Generation (RAG) applications.
Conference Talk 9: Why Fine-Tuning is DeadIn this talk, Emmanuel Ameisen from Anthropic argues that fine-tuning LLMs is often less effective and efficient than focusing on fundamentals like data quality, prompting, and Retrieval Augmentation Generation (RAG).
Conference Talk 8: Creating, curating, and cleaning data for LLMsIn this talk, Daniel van Strien from 🤗 outlines key considerations and techniques for creating high-quality datasets for fine-tuning LLMs.
Tutorials
Step-by-step tutorials for setting up essential tools and platforms, designed to provide a solid foundation for a diverse range of projects.
Fine-Tuning Image Classifiers with PyTorch and the timm library for BeginnersLearn how to fine-tune image classification models with PyTorch and the timm library by creating a hand gesture recognizer in this easy-to-follow guide for beginners.
Training YOLOX Models for Real-Time Object Detection in PyTorchLearn how to train YOLOX models for real-time object detection in PyTorch by creating a hand gesture detection model.
ONNX Runtime in UnityTutorials for integrating ONNX Runtime into the Unity game engine.
TensorFlow.js in UnityIn this tutorial series, we explore how to create TensorFlow.js plugins for the Unity game engine.
Notes
My notes from the course Mastering LLMs: A Conference For Developers & Data Scientists by Hamel Husain and Dan Becker.
CUDA MODE Lecture NotesMy notes from the CUDA MODE reading group lectures run by Andreas Kopf and Mark Saroufim.
Where is My Flying CarMy notes from the book Where is My Flying Car by J. Storrs Hall.
Chip War: The Fight for the World's Most Critical TechnologyMy notes from the book Chip War: The Fight for the World's Most Critical Technology by Chris Miller.
The Kill Chain꞉ Defending America in the Future of High-Tech WarfareMy notes from the book The Kill Chain꞉ Defending America in the Future of High-Tech Warfare by Christian Brose.
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