AI/ML for NFV Usecases
6 is the number of Thoth, and Ibis/Beak-of-Ibis is one of the symbols of Thoth - The above symbol captures both.
AI has the potential in creating value in terms of enhanced workload availability and improved performance and efficiency for NFV use cases. This work 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 a single problem within a particular category. For example, the first category we have chosen is Failure prediction, and we aim to create 6 models - failure prediction of VMs. Containers, Nodes, Network-Links, Applications, and middleware services. This project also aims to define a set of data models for each of the decision-making problems, that will help both providers and consumers of the data to collaborate.
Decision-Driven Data Analytics.
Rohit Singh Rathaur
Sridhar K. N. Rao Sridhar Rao
project_creation_date: '01 June 2021'
project_category: 'Infrastructure' # One of: Deployment, Integration & Testing, Infrastructure
lifecycle_state: 'Incubation' # One of: Incubation, Mature, Integration, Archived
name: 'Rohit Singh Rathaur'
company: 'Birla Institute of Technology, Mesra'
id: 'TeAmp0is0N' # Linux Foundation ID
timezone: 'IST ((GMT+5:30)'
realtime_discussion: # Fields may be blank if no realtime discussions
meetings: # Fields may be blank if no standing meetings
- type: 'zoom'
agenda: 'https://wiki.anuket.io/display/HOME/Thoth-Meeting+Minutes' # eg: 'https://wiki.anuket.io/display/HOME'
url: 'https://zoom.us/j/96163911066' # eg: 'https://global.gotomeeting.com/join/819733085'
repeats: 'bi-weekly' # ex: weekly, monthly, bi-weekly
time: '13:00 UTC' # ex: '16:00 UTC'
- 'thoth' # ex: myproject
- name: 'Sridhar K. N. Rao' # repeat all fields for each committer
company: 'The Linux Foundation'
# yamllint disable rule:line-length
approval: 'https://wiki.anuket.io/display/HOME/2021-08-03+TSC+Agenda+and+Minutes' # ex: https://wiki.anuket.io/display/HOME/2021-01-12+TSC+Agenda+and+Minutes
- type: ''
# yamllint enable rule:line-length
- Rohit Singh Rathaur
- Kanak Raj
- Shubhank Saxena
- Akanksha Singh
- Jahanvi Ojha
Topic: AI/ML for NFV
Time: 13:00 Universal Time UTC
Day: Every week on Friday
Zoom Link: https://zoom.us/j/96163911066
Meeting ID: 961 6391 1066
Find your local number: https://zoom.us/u/acEvZCMvjT
|Sl. No.||Contributor||Contribution||Duration||Certificate of Appreciation OR Contribution|
- Existing works on AI/ML in Networking - works related to NFV - problems, ML-Techniques, Data, etc.
- NFV Problems - Event Correlation, VNF Placement, Anomaly Detection, VNF Failure Prediction, and Synthetic Data Generation.
- OSS Projects for AI/ML that can be (re)used