XIII International Conference on New Frontiers in Physics 2024

Session

School on Machine Learning

27 Aug 2024, 11:40

Orthodox Academy of Crete, Kolymbari, Crete, Greece

Conveners

School on Machine Learning

• Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

School on Machine Learning

• Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

School on Machine Learning

• Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

School on Machine Learning

• Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

School on Machine Learning

• Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

School on Machine Learning

• Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

Description

The school is aimed at giving a wide view of modern machine learning, from theoretical foundations to state-of-the-art applications. The school will consist of lectures mixing the theoretical aspect and hands-on examples. Furthermore, there will be exercise sessions where participants will go through longer exercises at their own pace, with the assistance of the lecturer and of facilitators.

Covered topics:
1. Mathematical foundations of ML | Vapnik’s theory of statistical learning | Early methods from statistics to ML: PCA, SVM, decision trees
2. Supervised learning: neural networks, gradient descent | Technical foundations: automatic differentiation | Hardware foundations: from CPUs to GPUs, TPUs, FPGAs, ASIC, neuromorphic circuits | Practical techniques (e.g. hyperparameters optimization, regularization)
3. 
Transformers, large language models | Spiking networks | Unsupervised learning | Quantum machine learning

232. School on Machine Learning

Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

27/08/2024, 11:40

Lecture

233. School on Machine Learning

Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

27/08/2024, 16:00

Lecture

234. School on Machine Learning

Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

28/08/2024, 17:10

Lecture

235. School on Machine Learning

Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

29/08/2024, 11:00

Lecture

236. School on Machine Learning

Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

29/08/2024, 16:00

Lecture

237. School on Machine Learning

Dr Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

03/09/2024, 17:40

Lecture