Talks and presentations

Federated Pre-Training of Large Language Models

December 15, 2024

Research Presentation, Vancouver Convention Centre, Vancouver, BC, Canada

On the 15th of December 2024, I presented our work on federated pre-training of large language models at the NeurIPS workshop on Federated Learning for Foundational Models @ Federated Laerning.

Flower AMA: Pre-training 7B LLMs made easy with Flower

November 20, 2024

On the 20th of November 2024, I presented our work on federated learning of large language models at the Flower AMA session. With the help of Prof. Nicholas D. Lane, Alexandru-Andrei Iacob and Preslav Aleksandrov, we discussed some critical aspects of pre-training language models and their relevancy to the federated approach.

Federating Large Language Models from Scratch @ Alan Turing Institute

October 07, 2024

Talk, Alan Turing Institute, London, London, UK

The Research Engineering Team at the Alan Turing Institute invited me to present our work on federated learning of large language models. This talk was inserted in the seminar series titled “Robots in Disguise”. I presented our work on federated learning of large language models, in particular, how we can train large language models from scratch in a federated manner. A wider introduction to federate learning and its main challenges was also presented.

Federating Everything with Flower @ iEDGE Symposium - FOUNDATION MODELS AT THE EDGE

July 09, 2024

Keynote, Interncontinental Shenzhen Hotel (remote), Shenzhen, China

On the 7th July 2024, I helped Javier Fernandez-Marques presenting a keytone with the title “Federating Everything with Flower” at iEDGE Symposium - FOUNDATION MODELS AT THE EDGE. In particular, I presented a few insights of our earlier work on large language models and how Flower can be used to federate them. For more details regarding this project please visit the project page.