A deep learning system that classifies encrypted network traffic as VPN or non-VPN from behavioral flow features.
Eighty statistical flow features from the ISCX dataset allow classification without any payload inspection. CNN, LSTM and NIN models are trained — the LSTM reaching 98.82% accuracy — and combined into an ensemble for robustness and confidence scoring, with a real-time dashboard supporting bulk CSV processing, anomaly detection and metric visualization.
Encrypted traffic cannot be inspected by payload, so classifying it means either breaking encryption or giving up. Network operators still need to know what is traversing their links.
Classify from behavioural flow statistics — timing, size and direction patterns — which survive encryption, and ensemble multiple architectures so the decision carries a confidence score.
Flow-Based Feature Analysis
80 statistical features from the ISCX dataset, no payload inspection needed.
CNN, LSTM & NIN Models
LSTM achieves 98.82% classification accuracy.
Ensemble Prediction
Combines all three models for robustness and confidence scoring.
Real-Time Web Dashboard
Bulk CSV processing, anomaly detection, and metric visualization.
Deep Learning
Networking
Application
Flow extraction
Statistical features are computed per traffic flow.
Model training
CNN, LSTM and NIN models are trained on the features.
Ensemble prediction
Outputs are combined with confidence scoring.
Dashboard
Bulk results and anomalies are visualised in real time.
Every project is quoted individually, because the price depends on the modules you need, your technology stack, your college's format and your deadline. Send us the project name on WhatsApp and we'll share a quote the same day.
Yes. Share your guide's requirements, preferred technology stack and abstract format, and we adapt the modules, dataset or UI accordingly.
That is the point of the explanation session. We walk you through the architecture, every module, the flow of data and the results, and hand over a viva question bank with answers.
We help you with setup end to end — dependencies, environment, database and configuration — over chat or a call until it runs on your machine.
Yes. Post-delivery support is included, so you can come back for fixes, doubts or demo help even after the project is delivered.
Get complete source code, documentation, PPT, explanation, and support.
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