RESOURCES
Selected by KAI External resources open in a new tab.
Google Machine Learning Crash Course
A practical introduction to machine learning fundamentals with short lessons, interactive visualisations and hands-on exercises covering models, data, neural networks, LLMs and responsible ML.
Practical Deep Learning for Coders
A free, hands-on deep learning course for people with some coding experience, focused on building useful models and understanding the ideas through practical work.
Hugging Face LLM Course
A free technical course covering transformers, datasets, tokenisation, fine-tuning and modern large-language-model workflows using the Hugging Face ecosystem.
OpenAI Academy
A practical learning hub covering AI foundations, applied AI, prompting, agents and workflows, with courses and sessions for learners from beginner to builder level.
People + AI Guidebook
A practical guide to designing useful, responsible and human-centred AI products, with frameworks for understanding users, defining AI behaviour and evaluating solutions.