Improving Text-to-Image Multilingual Search at Toloka and Jina

Date:

Thursday, November 16, 2023

Time:

11:35 am

Room:

Saphir 2+3

Summary:

In this talk, Evgeniya discusses how multilingual CLIP-style models are changing the game in multimodal AI, particularly in Text-to-Image search applications. She will share her experience and techniques for fine-tuning multilingual and monolingual CLIP models on non-English data, specifically German data gathered through crowdsourcing. Additionally, she will demonstrate how to gather data in over 40 languages for fine-tuning such models. If you are interested in improving the performance of Text-to-Image search across multiple languages, this talk is for you!

Reducing Customer Onboarding Time for Data Mapping from Weeks to Minutes at 6Sense

Date:

Thursday, November 16, 2023

Time:

12:05 pm

Summary:

Most B2B SaaS companies spend weeks onboarding their customers, spending the majority of time in data integrations. As there is no agreed way of data organization, the data mapping becomes manual & deliberative. In this session, Rohit presents a solution, that combines NLP, transformers and Deep Learning and that reduced customer onboarding time at 6sense from weeks to minutes and made the process self-served. Unlike conventional classifiers that predict at a data point level, the developed classifier predicts at a “distribution” level, making it a rare of its kind.

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