Latest
Discover how a well-defined roadmap transforms a high-risk AI experiment into a predictable, manageable engineering investment.
My Client's AI Project Was Starving for Data. So We Built a 'Data Factory' to Feed It.A case study on how to bypass your AI project's data bottleneck while building a sustainable asset for accelerating R&D.
Notes on ICML 2024 Tutorial: Physics of Language ModelsMy notes from Zeyuan Allen-Zhu's ICML presentation, outlining a physics of language models framework using synthetic data, controlled experiments, and probing to reveal how LLMs learn, store, and manipulate knowledge, perform multi-step reasoning, and depend on training conditions for robust, generalizable capabilities.
Notes on The Superstruct ManifestoMy notes from the book The Superstruct Manifesto꞉ A Survival Guide for Founders Who Depend on Devs to Get Things Done by David Guttman.
Notes on The Great Mental Models - Volume 2: Physics, Chemistry, and BiologyMy notes from the book The Great Mental Models - Volume 2: Physics, Chemistry, and Biology by Shane Parrish and Rhiannon Beaubien.
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 Applied AI Consultant and Educator. I partner with businesses to solve real-world problems using practical, high-performance AI.
I combine deep technical expertise with a strategic, educational approach to de-risk projects and transform ideas into deployable solutions.
How I Help
- AI Strategy & Project De-risking
- Custom AI Solution Development
- Overcoming Data Bottlenecks
- High-Performance Edge AI
- LLM Integration & Fine-tuning
Interested in working together? Fill out my Quick AI Project Assessment form to get started.