This talk is about the experiences made introducing a text classification system into traditional enterprise IT, new to deep learning.
Some of the challenges faced while bringing the idea to production were: legal and compliance, educating necessary skills, finding the right networks for few labeled samples, build a CI/CD pipeline, adjusting expectations.
Introducing deep learning is not only about technology but also about organizational, educational, compliance and legal challenges. This is a hand on experience handling these challenges introducing deep learning in a big financial organization.
Required audience experience: Understanding of enterprise IT.
Objective of the talk: Introducing deep learning is not only about technology but also about organizational, educational, compliance and legal challenges. This is a hands on experience handling these challenges introducing deep learning in a big financial organization.
Keywords: deep learning, production, text classification, tensorflow, organizational challenges
You can watch Ralf’s talk below