Internship Projects/Mentors
Description
This project aims to develop AI/ML models for NFV-usecases. Any two of the following three problems can be considered.
VNF/CNF resource/performance/failure prediction
- NFV log analysis with NLP
- 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 | ||
Synthetic monitoring and logging data generation using GANs | GAN,CycleGAN,SeqGAN |
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
Yashwanth Reddy
Respected sir,
Can you please provide a brief description of problem 3, Synthetic monitoring and logging data generation using GANs?
Lei Huang
We've discribed the problem in this page, pls check it here: https://wiki.anuket.io/display/HOME/Problem+Statement+-1%3A+GANs
Yashwanth Reddy
I have taken a look sir/mam, Thanks for your response.
Lei Huang
Pls remember to send the materials, today is the last day for application.
Yashwanth Reddy
Deadline is the one mentioned on the program time line right? (20th May , 17:00 PDT which is 21st May , 5:30AM IST)
Utkarsh Rai
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.
Lei Huang
It's OK, I'll check with Sridhar. Or you can also send your materials to my other mail address: 18350830036@163.com.
Yashwanth Reddy
Can you please confirm if you received my mail?
Harshit Batra
Is the application for the project still open?