Text Classification with Born's rule

This talk presents a novel classification algorithm inspired by the notion of superposition of states in quantum physics and discusses its implementation in python. The implementation is compatible with the scikit-learn ecosystem. It supports both dense and sparse inputs and GPU-accelerated computing via cupy. Furthermore, the classifier can be embedded in a neural network architecture using pytorch. The network supports real and complex-valued inputs and outputs probabilities in the range [0, 1]. Classification performance, explainability, and computational efficiency are discussed. The method also applies to non-textual data and can be used in practice as a general-purpose classifier

Veranstaltungen

Text Classification with Born's rule

Dienstag, 07. Mrz 2023 , 16:15 - 16:45 Uhr ,
OST Campus Rapperswil
Termin eintragen

Guidotti Emanuele is about to finish is Phd in Finance at the University of Neuchâtel, Switzerland. His paper titled Text Classification with Born's Rule appeared in the prestigious conference on Neural Information Processing Systems (NeuriPS 2022) in 2022. He will present his work at OST on 7th March 2023 just before the AI-Stammtisch. After his talk, Guidotti Emanuele will also attend the AI Stammtisch.

Guidotti Emanuele is a partner at Algo Finance Sagl: a software house startup developing financial algorithms for the asset management industry. He is also about to finish is Phd in Finance at the University of Neuchâtel, Switzerland. His research interests include asset pricing and market microstructure and natural language processing. He is passionate about interdisciplinary data science and AI projects.

Datum
Dienstag, 07. März 2023

Zeit
16.15 Uhr bis ca. 16.45 Uhr
Talk und  Q&A am AI-Stammtisch

Ort
OST – Ostschweizer Fachhochschule, 
Oberseestrasse 10, 8640 Rapperswil
Gebäude 8, Raum 8.U44

Kosten
kostenlos

Die Veranstaltung ist für
Interessierte Privatpersonen und Firmen, Alumni,  Studierende und Mitarbeitende der OST – Ostschweizer Fachhochschule.

Zeitplan: 

 16:15 - 16:45  Talk  
 16:45 - 18:30Q & A @ AI-Stammitsch (Bistro 8.001) 

 

Anmeldung 
Ohne Anmeldung

Organisation
Organisiert wird die Tagung vom IFS, Institut für Software

Kontakt: Mitra Purandare, mitra.purandare(at)ost.ch

IFS     AI-Stammtisch

Campus Rapperswil, Gebäude 8, Raum 8.U44

OST Campus Rapperswil
Oberseestrasse 108640Rapperswil
Alle Events

Veranstaltungen

Text Classification with Born's rule

Dienstag, 07. Mrz 2023 , 16:15 - 16:45 Uhr ,
OST Campus Rapperswil
Termin eintragen
OST Campus Rapperswil
Oberseestrasse 10Rapperswil8640