Internship Projects/Mentors


Title

AI/ML Models for NFV Usecases (Research and Develop)

Status

CANDIDATES SELECTED

Difficulty

HIGH


Description 

This project aims to develop AI/ML models for NFV-usecases. Any two of the following three problems can be considered. 

  1. VNF/CNF resource/performance/failure prediction

  2. NFV log analysis with NLP
  3. Synthetic monitoring and logging data generation using GANs

Problem

Model

Link

Comments

Prediction of VNF Resource Demands

RNN, LSTM

https://ieeexplore.ieee.org/document/8806620

NFV log analysis with NLP

BERT

https://ieeexplore.ieee.org/abstract/document/8109100

https://ieeexplore.ieee.org/abstract/document/9534113


Synthetic monitoring and logging data generation using GANs

GAN,CycleGAN,SeqGAN

https://arxiv.org/abs/1712.02950

https://ojs.aaai.org/index.php/AAAI/article/view/10804


Additional Information

LFN Thoth: https://wiki.anuket.io/display/HOME/Thoth

LFN Acumos: https://www.acumos.org/

TensorFlow Time Series : https://www.tensorflow.org/tutorials/structured_data/time_series

Collectd : https://collectd.org/

Repo: https://github.com/opnfv/thoth

Learning Objectives

ML Techniques: Deep_learning.

ML model development

AI/ML for Telco Usecases.

Expected Outcome

Develop AI/ML model for NFV/Telco Usecases.

Deploy model with Acumos/Kubeflow framework.

Run Acumos/Kubeflow in Anuket Testbeds.

Comprehensive report on applications of AI/ML in Networking(Comparative analysis).

Relation to LF Networking 

Anuket Thoth

Education Level

At least undergraduate

Skills

Knowledge of ML and ML-Tools - Tensorflow.

Future plans

This work can be enhanced to more useful and complex AI for NFV usecases in future.

Preferred Hours and Length of Internship

Part-Time

Mentor(s) Names and Contact Info

Click here to apply

Please read all instructions before applying.  Include Resume, proof of school enrollment, and participation permission from school/employer

Lei Huang <huangleiyjy@chinamobile.com> (Lei Huang)

Sridhar Rao <srao@linuxfoundation.org> (Sridhar Rao)




9 Comments

  1. Respected sir, 

                     Can you please provide a brief description of problem 3, Synthetic monitoring and logging data generation using GANs?

    1. We've discribed the problem in this page, pls check it here: https://wiki.anuket.io/display/HOME/Problem+Statement+-1%3A+GANs

      1. I have taken a look sir/mam, Thanks for your response.

        1. Pls remember to send the materials, today is the last day for application. (smile)

          1. Deadline is the one mentioned on the program time line right? (20th May , 17:00 PDT which is 21st May , 5:30AM IST)

  2. Your message wasn't delivered to huangleiyiy@chinamobile.com because the address couldn't be found, or is unable to receive mail.

    After clicking to apply, I got this alert. Any way to communicate my cover letter and CV to you, Lei? I do believe it got delivered to srao.

    1. It's OK, I'll check with Sridhar. Or you can also send your materials to my other mail address: 18350830036@163.com. (smile)

      1. Can you please confirm if you received my mail?

  3. Is the application for the project still open?