The SmartData@PoliTO center focuses on Big Data technologies, Data Science and Machine Learning approaches.
We blend interdisciplinary people and competences from different domains to provide cross-domain solutions to the widest spectrum of knowledge discovery challenges, by leveraging advanced expertise in data science, from data management, to data modeling, analytics, and engineering.
We are a well-recognized center where experts in methodologies and domain experts from various disciplines work in a single space, facing both theoretical problems and helping companies toward applications.

SmartTalks

Introducing LLM-based Generative Agents

Presenter: Luca GioacchiniMonday, March 25th, 2024 5:00 PMLocation: Sala Grande Polito@Covivio, Corso Ferrucci 112 ABSTRACT The advances made by Large Language Models (LLMs) have led to the pursuit of Generative Agents. These are software systems that leverage foundation models like LLMs to perform complex tasks, take decisions, devise multi-steps plans and use tools (API calls, […]

Continue reading

SmartTalks

Exploring Subgroup Performance in End-to-End Speech Models

Presenter: Alkis KoudounasMonday, March 11th, 2024 5:00 PMLocation: Sala Piccola Covivio, Corso Ferrucci 112 ABSTRACT Enhancing end-to-end spoken language understanding (E2E SLU) models performance, particularly for voice assistants, poses challenges in interpretability and transparency.  Our research, in collaboration with Amazon Alexa AI, investigates the performance of E2E SLU models. We utilize advanced model-agnostic techniques to identify […]

Continue reading

Seminars

Empowering Data Owners with Control in Outsourcing and Sharing Scenarios

Presenter: Giovanni LivragaMonday, February 26th, 2024 5:30 PMLocation: Sala Grande Covivio, Corso Ferrucci 112 ABSTRACT Supporting data owners in maintaining full control over their data is a key requirement in scenarios characterized by outsourcing and/or sharing. Not only does it facilitate compliance with regulations and ethical standards – it can also serve as an enabler […]

Continue reading

SmartTalks

Neuro-Symbolic AI Advancements in Computer Vision: A Comprehensive Exploration through Logic Tensor Network

Presenter: Alessandro RussoMonday, February 12th, 2024 5:30 PMLocation: Sala Piccola Covivio, Corso Ferrucci 112 ABSTRACT In recent years, Neuro-Symbolic AI (NeSy) techniques, particularly within the Logic Tensor Networks (LTN) framework, have driven significant advancements in Computer Vision by integrating symbolic reasoning within neural networks. This hybrid paradigm holds promise for solving intricate real-world problems involving […]

Continue reading