Train an LLM from scratch
A step-by-step guide to data preparation, tokenisation, transformer architecture, training and evaluation.
Open guide →Understand the models.
Build the skills.
My existing training guides, setup resources and MLX project showcase, alongside the private AI consulting portfolio.
Prepare your environment
Platform-specific setup, prerequisites, learning resources and troubleshooting.
Open guide →Fine-tuning guide
Explore model adaptation techniques and practical fine-tuning workflows.
Open guide →MLX projects
Browse the existing Apple Silicon project showcase and community submissions.
Open guide →Video analysis
Explore the existing video-analysis interface and supporting explanations.
Open guide →Want help building your private setup?
I deploy and optimise models on Apple Silicon, DGX / GB10 and RTX, and build the apps and workflows that use them.