Tomas Pop | Machine Learning Engineer

Featured Open-Source Projects

Phishing Detection Using Knowledge Distilled from LLMs

Master Thesis (Charles University & Cisco) - Distilling LLMs for a real-time production email anti-phishing engine.

Transformers Hugging Face PyTorch Knowledge Distillation AWS

Repository Code

Swiss Public Transport Visualizer

Real-time visualization and analysis of Swiss train traffic using Apache Spark.

Python Apache Spark Docker NetworkX Streamlit

Code

Named Entity Recognition and Its Application to Phishing Detection

Bachelor Thesis (Charles University & Cisco) - Exploring the NER usability for the email phishing detection task

spaCy Transformers Hugging Face

Repository Code

View Proprietary Industry Projects (Cisco)

LLM Pipeline for Rapid Email Phishing Detector Development

Built a modular library for automated labeling and rapid text-based classifier (detector) deployment. The detector developed via this procedure processed 550k+ weekly detections at the time of development.

Transformers ONNX OpenAI AWS

High-Throughput ML Detectors Development and Inference Optimization

Developed (some of the) ML-based detectors for the email anti-phishing engine.

Reduced existing ML-based detectors' inference latency for the proprietary email anti-phishing engine, protecting hundreds of millions of emails weekly via PyTorch, ONNX, and CUDA.

PyTorch ONNX CUDA GPU Acceleration

"Music of the past" (Archived Projects and Experiments)

Text-based Retrieval on Enron Email Dataset

Information retrieval - visualizing emails (high-dimensional semantic embeddings) via dimensionality reduction (UMAP, k-means).

Python spaCy Bokeh Dimensionality Reduction

Code

ToTheMoon - Cryptocurrency Trading Bot

High-performance cryptocurrency trading bot (C++) with C# bindings focusing on latency and technical indicators.

C++ C# FinTech

Code (C++) Code (C#)

Discord Crypto Alert Bot

Real-time cryptocurrency price alerts for Discord.

Java

Code