Archive
Blog - posts for October 2020
Oct 26 2020
MLOps Demystified
As Machine Learning at an organization matures from research to applied enterprise solutions, there comes the need for automated Machine Learning operations that can efficiently handle the end-to-end ML Lifecycle.
The goal of level 1 MLOps (see figure) is to perform continuous training of the model by automating the entire machine learning pipeline which in turn leads to continuous delivery of prediction service. The underlying concept which empowers the continuous model training is the ability to do data version control along with efficient tracking of training/evaluation events.
- Read MLOps Demystified, by Shubham Saboo (7-8 min read)
Oct 20 2020
Remote Technical Meeting
Date: October 20-21, 2020
Meeting: DECODER Technical Meeting
Place: Remote
This meeting - which was supposed to take place in Paris-Saclay at CEA List originally - turned to be virtual. Participants in the project are welcome to register through this private wiki event page to discover the meeting agenda and post WP presentations.
Check out more screenshots and photos.
Oct 08 2020
One Minute Video Teaser
Oct 06 2020
Exploring Software Code to Understand Design Intentions
Date: October 6, 2020
Authors: Virgile Prevosto (CEA List) and Olivier Bouzereau (OW2)
Publications: Rocking Robots, Medium
In order to ease collaboration between programmers, testers, and system operators, the DECODER platform provides deep analysis of source code repositories involved in business applications or embedded systems.
The goal of DECODER is to improve the efficiency of development, testing, verification and validation through a centralized platform. This platform is a work in progress, as it consolidates various sources of information to keep the knowledge about source code repositories, libraries and components in sync. An original feature of the project is that it considers software code as a form of natural language. Therefore, it relies on NLP (Natural Language Processing) tools and semi-formal abstract models to understand the intentions and the properties of source code.
- Read the Rocking Robots article Exploring Software Code to Understand Design Intentions
- Or read it on Medium: Exploring Software Code to Understand Design Intentions