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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/
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Repo:
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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
Will be part of Anuket .Thoth
Education Level
At least undergraduate
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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
China Mobile
<huangleiyjy@chinamobile.com> (Lei Huang)
Sridhar Rao <srao@linuxfoundation.org> (Sridhar Rao)