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Welcome to the ML-Networking-Primer wiki!

Project Ideas

• Past Project Examples
  • Intrusion Detection Models Using Machine Learning
  • Use of Machine Learning for DDoS Classification
  • Traffic Classification Based on Machine Learning Methods
  • Android Malware Classification Using Network Traffic
  • Predict DNS Request/Response Using Logistic Regression

Research Papers

Paper	Tool
nPrint: A Standard Data Representation for Network Traffic Analysis	nPrint
A Comparative Study of Network Traffic Representations for Novelty Detection	netml

Datasets

• CIC Network Intrusion Detection Data (CICIDS)
• UC Irvine IDS/Botnet Dataset
• TLS Handshake Dataset
• NetML Challenge and Datasets (2020)
• MAWI Traffic Traces

Tools

• nPrint Traffic Fingerprinting
• mlnet Network Traffic Representation

Resources

• Wireshark
• University of Chicago IoT Lab