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Project Portfolio
Some of my more recent personal projects.


RAG LLM Research Lab
A complete self-hosted AI research platform running on Docker with GPU acceleration. Combines LLM inference, vector search, web search, code execution. and fully searchable logging with Splunk - all running locally.


Insider Threat Detection with Unsupervised Deep Learning
This implementation provides a complete end-to-end system for detecting insider threats in security log streams using unsupervised deep learning, as described in my research paper: Unsupervised Deep Learning for Insider Threat Detection in Security Log Streams.


Deep Learning Jupyter Notebook Starters
Data preparation and manipulation is a must-have if you're training Neural Networks on your dataset, whatever format it may be. This repo contains starter notebooks that can be used to prep common datasets to get you on your way to the fun stuff faster. Tensorflow and PyTorch included. Happy training!


doc2audio
Converts a PDF to audio using PyMuPDF and Microsoft edge TTS. This was created because I was tired of having no time to sit and read research papers, so now I can listen to them in the background.


Target Stock Monitor Bot
A Python-based stock monitoring tool for Target.com products with Discord webhook integration. Built through reverse-engineering Target's Redsky API using HAR file analysis.


Technical Writing Portfolio
Collection of technical articles and guides relating to Machine Learning, AI, Deep Neural Networks, Agentic AI, Cloud, and Security researched and authored by Travis Lelle.
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