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A compilation of various python notebooks used during my undergraduate research involving enhancing network traffic analysis with AI. Notebooks include network traffic classification using Transformers, ML classifiers, LLM embedding feature enhancement on ML Classifiers, LLM embedding analysis, and Classification with Embedding Similarity Search.