Latest
My notes from the book The Demon-Haunted World꞉ Science as a Candle in the Dark by Carl Sagan and Ann Druyan.
Getting Started with Intel's PyTorch Extension for Arc GPUs on UbuntuThis tutorial provides a step-by-step guide to setting up Intel's PyTorch extension on Ubuntu to train computer vision models and run local large language models with Arc GPUs.
Getting Started with Intel's PyTorch Extension for Arc GPUs on WindowsThis tutorial provides a step-by-step guide to setting up Intel's PyTorch extension on Windows to train models with Arc GPUs.
GPU MODE Lecture 12: Flash AttentionLecture #12 provides an introduction to Flash Attention, a highly optimized CUDA kernel for accelerating attention computations in transformer models, including a conceptual overview, tiling strategy, softmax stabilization, and limitations.
GPU MODE Lecture 11: SparsityLecture #11 discusses GPU sparsity, specifically semi-structured and block sparsity techniques, for accelerating neural network inference and training by leveraging optimized kernels and sparse data representations.
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 various books.
GPU MODE Lecture NotesMy notes from the GPU MODE (formerly CUDA MODE) reading group lectures run by Andreas Kopf and Mark Saroufim.
EducationMy notes from resources on education.
HistoryMy notes from resources on history.
Mastering LLMs Course NotesMy notes from the course Mastering LLMs: A Conference For Developers & Data Scientists by Hamel Husain and Dan Becker.
About Me
I’m Christian Mills, an independent deep learning consultant specializing in computer vision, synthetic data generation, and practical AI implementations. My mission is to help clients transform ideas into real-world solutions.
I combine hands-on experience with technical expertise and clear communication to guide projects from conception to deployment.
My Expertise
- Custom AI solution development
- Automated synthetic data pipelines
- Real-time object detection and tracking systems
- LLM integration and fine-tuning
- AI Strategy Consulting
Ready to leverage AI for your business? Reach out via email at [email protected] to discuss your project.