Versions Compared

Old Version 15

changes.mady.by.user Rohit Singh Rathaur

Saved on

compared with

New Version 16

changes.mady.by.user Sridhar Rao

Saved on

Key

  • This line was added.
  • This line was removed.
  • Formatting was changed.


Table of Contents

Overview

Project NameEnter the name of the project
Target Release NameNile
Project Lifecycle StateIncubation

Scope

This project aims to build machine-Learning models and tools that can be used by Telcos (typically by the operations team in Telcos). Each of these models aims to solve single problem within a particular category.

Requirements


TBA(1)
  1. Existing: TBA Sridhar Rao Lei Huang 
  2. Ongoing:
CategoryJira ReferenceDescription
Model
  • Existing: Sridhar Rao  Rohit Singh Rathaur Abhishek Jangid Yichen Li - Failure Predictions (FP) Models: We have developed Neural Network models for predicting failures in Virtual Machines (VMs) used in Network Function Virtualisation (NFV) by analysing VNF data. The data used to build these models are provided by Orange Labs, and the VMs are based on project Clearwater. 

    • Ongoing: TBA

    Sridhar Rao  Rohit Singh Rathaur Abhishek Jangid

    Yichen Li 

    ToolsTBA
    1. ...
    1. https://jira.anuket.io/browse/THOTH-25
    2. https://jira.anuket.io/browse/THOTH-26
    1. NICIP platform (gitlab) Yan YangLei Huang 

    (2) Others Sridhar Rao  

    Framework

    		TBA

    Upstream: TBA Sridhar Rao 

    Thoth:

    1. Improve AlgoSelector Tool.
    2. Timeseries Dataset Analysis tool.


    Framework


    1. Collaboration with Mindspore Lei Huang Kubeflow/Acumos Sridhar Rao 
    Researchhttps://jira.anuket.io/browse/THOTH-24NICIP research paper Lei Huang 
    NICIPhttps://jira.anuket.io/browse/THOTH-17
    1. Collect network intelligence scenario requirements from operators, publish network intelligence scenarios and research reports in collaboration with ITU-T 13 project Beth Cohen MEHMET TOY Lei Huang 
    2. Publish at least one network intelligence scenario competition problem on NICIP platform Lei Huang 
    3. Publish at least one open network operation and maintenance data set on the network intelligent collaborative innovation project platform Lei Huang 
    4. Create NICIP project specific page on LFN website(like 5G BP), and publicize project through Webinar and other meeting, including LFN DTF, ONES,etc. Lei Huang 
    5. Jointly promote R&D with external open source communities such as LF AI Lei Huang

    ...

  • Jupyter notebook
    • Python Application (Adaptable to ML-Framework)
    NameDescription

    Format (Container, Compressed File, etc.)

    ML-Models
    1. Failure Prediction Model
    2. Log-Analysis


  • Containerized ML-Model (Kubernetes based ML-Framework).
    • Tools    		Data ExtractionPython Application - Jupyter Notebook

    Research Studies

    AI/ML problems in NFV, OSS Frameworks

    AI/ML & Kubernetes in NFV

    		.md files and/or pdf files.
    ML-FrameworkUpstream ML framework projectIntegration Code.

    ...