02 / Models & Machine Learning
Models & Machine Learning training.
How language models work, when to adapt them, and how to run them. The aim is understanding you can use in a design conversation, not a research degree.
4 courses · private corporate training · on-site or remote
Talk to us about a programme See Models & Machine Learning in the catalogue
Courses
2 days · Advanced · Models & Machine Learning
Transformers from First Principles
A two-day course for technically strong practitioners: build a usable understanding of transformer models by implementing simplified components, without unnecessary mathematical formalism.
Developers, ML engineers and strong practitioners
2 days · Advanced · Models & Machine Learning
Fine-Tuning Language Models
A two-day course for ML engineers and experienced AI developers: when to adapt a model, how to do it with parameter-efficient methods, and how to evaluate and deploy the result.
ML engineers and experienced AI developers
2–3 days · Advanced · Models & Machine Learning
Training Your Own Language Model
A two-to-three-day course for advanced developers and ML engineers: build and train a small language model in order to understand the process, not to compete with frontier systems.
Advanced developers and ML engineers
1 day · Intermediate · Models & Machine Learning
Running LLMs Locally
A one-day practical course on local and private inference: model formats, hardware, quantisation, engines, benchmarking and the privacy and cost reasons to run models yourself.
Developers, infrastructure and AI engineers
Pathways
Suggested pathways
Advanced AI pathway
For practitioners who need a deeper picture of how language models work, and how they are trained and adapted.
- 01How Large Language Models Work
1 day · Intermediate
- 02Transformers from First Principles
2 days · Advanced
- 03Fine-Tuning Language Models
2 days · Advanced
- 04Training Your Own Language Model
2–3 days · Advanced