Overview
Project Name | Enter the name of the project |
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Target Release Name | Orinoco |
Project Lifecycle State | Incubation |
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
Category | Jira Reference | Description |
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Model | ex. https://jira.anuket.io/browse/THOTH-28 | |
Tools |
| - NICIP platform operation (gitlab) Lei Huang
- Improve AlgoSelector Tool.Sridhar Rao
- Timeseries Dataset Analysis tool. Sridhar Rao
- Data Anonymozation Tool. Yichen Li TBD
|
Framework |
| - Continue collaboration with Mindspore Lei Huang
- Kubeflow with Models of AlgoSelector Sridhar Rao Rohit Singh Rathaur
|
Research |
| NICIP research paper with ITU-T 13 Lei Huang |
NICIP |
| - 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 @Joao
- Publish at least one network intelligence scenario competition problem on NICIP platform, include NFV log analysis scenario,etc. Lei Huang
- Publish at least one open network operation and maintenance data set on the network intelligent collaborative innovation project platform Lei Huang
- 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
- Jointly promote R&D with external open source communities such as LF AI Lei Huang
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Release Artifacts
Name | Description | Format (Container, Compressed File, etc.) |
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ML-Models | Data Mining Based Log Analysis | Jupyter Notebook, Python Script |
Tools | Algoselector, 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-Framework | Upstream ML framework project | Integration Code. |
Architecture
High level architecture diagram
Insert diagram or link.
Internal Dependencies
None
External Dependencies
None
Test and Verification
Describe how the project will be tested and verified.
Risks
List any risks and a plan to mitigate each risk.
Risk Description | Mitigation Plan |
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Developers | Interns |
Testbed | Request for Intel POD-18 |