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Automatic Machine Learning Model Development and Management

Listing Description

Result description

Main features: Pipeline with data and model versioning as well and automatic training and management

Objectives: Aligned with the AIMLFW specification of O-RAN, realized with state of the art cloud-negative technologies

Advantages: Zero-touch like model training and management.

What is new: Such system for cellular networks

Why is it important: Applicable for the core network and also in different verticals:IoT, vehicular communications, smart cities, etc.

Addressing target audiences and expressing needs

Our needs are
  • To raise awareness and possibly influence policy
We specifically need / are looking for

The platform targets research teams, ML engineers, and organizations seeking robust, interoperable, and production-ready MLOps solutions.

Target audiences
  • EU and Member State Policy-makers
  • Research and Technology Organisations
  • Academia/ Universities

R&D, Technology and Innovation aspects

Current stage description
  1. Result refinement
  2. Partnerships and Collaborations
  3. Continuous monitoring and improvement
Replicability

Replicability is ensured through a peer-reviewed publication in the Journal of Network and Computer Applications, titled “An overview and solution for democratizing AI workflows at the network edge” which fully documents the system design and methodology, and a maintained open GitHub repository containing the complete implementation, configuration files, and deployment instructions. A demonstration video further supports correct setup and execution, making the system straightforward to reproduce and extend.

Result submitted to Horizon Results Platform by INSTITUT JOZEF STEFAN

Offer Details

Specifications and Deliverables:

Value Proposition:

Support for intelligence in 5G and beyond networks.

Input Required from Customer:

Fields of Application:

Patent/Publication Number

Main Patent Claims:

Patent Family:

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Location and Map

Adress:

Jamova 39
Ljubljana
Ljubljana
1000
Slovenia

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