Challenges in introducing Deep Learning in a big organization

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

Track 1
Location: Date: October 9, 2017 Time: 12:35 pm - 1:20 pm Ralf Waldvogel, Colenet GmbH