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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


CategoryJira ReferenceDescription
Modelhttps://lf-anuket.atlassian.net/browse/THOTH-28

Ongoing: Data Mining Based Log Analysis MethodsYichen Li 

Tools
  1. https://lf-anuket.atlassian.net/browse/THOTH-29
  2. https://lf-anuket.atlassian.net/browse/THOTH-25
  3. https://lf-anuket.atlassian.net/browse/THOTH-26
  1. NICIP platform (gitlab) Yan YangLei Huang 
  2. Improve AlgoSelector Tool. (Sridhar Rao )
  3. Timeseries Dataset Analysis tool. (Sridhar Rao )


Framework

  1. https://lf-anuket.atlassian.net/browse/THOTH-30
  2. https://lf-anuket.atlassian.net/browse/THOTH-27
  1. Collaboration with Mindspore Lei Huang 
  2. Kubeflow with Models of AlgoSelector (Sridhar Rao Rohit Singh Rathaur )
Researchhttps://lf-anuket.atlassian.net/browse/THOTH-24NICIP research paper Lei Huang 
NICIPhttps://lf-anuket.atlassian.net/browse/THOTH-17
  1. Collect network intelligence scenario requirements from operators,
publishnetwork
  1. publish network intelligence
scenariosand research reports in collaboration with
  1. scenarios and research reports in collaboration with ITU-T 13 project
;
  1. Beth Cohen MEHMET TOY Lei Huang @Joao
  2. Publish at least
1
  1. one network intelligence
scenariocompetition
  1. scenario competition problem on
NICIPplatform;
  1. NICIP platform Lei Huang 
  2. Publish at least
1open
  1. one open network operation and maintenance data set on the network intelligent collaborative innovation project platform
;
  1. Lei Huang 
  2. Create NICIP project
specificpage
  1. specific page on LFN website(like 5G BP), and publicize project through Webinar and other meeting, including LFN DTF, ONES,etc.
;
  1. Lei Huang 
  2. Jointly promote R&
Dwith
  1. D with external open source communities such as LF AI Lei Huang


Release Artifacts

NameDescription

Format (Container, Compressed File, etc.)

ML-Models
  • Failure Prediction Model
    • Log- Data Mining Based Log Analysis    		Jupyter notebook
  • Python Application (Adaptable to ML-Framework)
  • Containerized ML-Model (Kubernetes based ML-Framework).
    		• ToolsData ExtractionPython Application - Jupyter NotebookNotebook, Python Script
    ToolsAlgoselector, TS-Dataset Analysis Tool.Jupyter Notebook, Python Script
    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.

    ...