JoeyTaubert / Capstone

Rust ML Project
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Progress Report (Meeting Notes Here) #35

Closed JoeyTaubert closed 8 months ago

JoeyTaubert commented 8 months ago

Major changes to project path:

  1. WebApp Format (Scrap idea of native GUI)

  2. Instead of Network TAP/SPAN, possibly integrate with SIEM products to evade cost assocaited with TAP/SPAN. Putting this on back burner for now.

  3. File storage, flat files (one line = complete data)

  4. Proof of concept - Something simple: Given echo request, able to predict echo reply? 

Progress:

Developed a Recurrent Neural Network (RNN) (there are other names for this but I will be referring to it as a RNN.

NOTE: This is just a stepping stone for my second model, a Long-Short Term Memory model (LSTM). The major improvement it will provide is that the network will be able to learn effectively given large datasets (see exploding/vanishing gradient problem). 

JoeyTaubert commented 8 months ago

Axum - WebApp Framework Proceeding with raw packets as input, but log analysis could be a fun fork of this File storage = flat files (for now, maybe NoSQL/MongoDB) PoC = In Progress