Achievements

A patent, publications and competition results.

Patents & applied research

  • Real Time Inference of Attack Presence with ML Patent pending US 2025/0310358 A1 · Cisco Technology, Inc. · Co-inventor with Lennart Gulikers · Filed Mar 2025, published Oct 2025 Google Patents →
  • Two-stage machine-learning pipeline (PyTorch + XGBoost) on tabular telemetry for threat detectionApplied research · Cisco Systems
  • Time-series modeling and forecasting for real-time detection of cyber attacksApplied research · Cisco Systems

Publications & reports

Full list on Google Scholar.

  • Advancing Cloud-Native Cyber Threat Detection with Graph-Based Feature Engineering Peer-reviewed T. Song, M. Organokov, L. Gulikers, G. Grassi, G. Carofiglio, M. Meo 2025 · IEEE 41st International Conference on Data Engineering (ICDE), pp. 4291–4297 · I supervised the first author, a PhD intern at Cisco DOI10.1109/ICDE65448.2025.00321
  • Detecting Shallow Gas from Marine Seismic Images 2025 · Data Study Group report for British Geological Survey, The Alan Turing Institute · Collaborator DOI10.5281/zenodo.15728505
  • Multi-sensor Intelligent Machining Process Monitoring 2022 · Data Study Group report for The University of Sheffield Advanced Manufacturing Research Centre, The Alan Turing Institute · Co-facilitator DOI10.5281/zenodo.7075712
  • Semantic and Instance Segmentation of 3D Point Clouds 2020 · Data Study Group report for SenSat, The Alan Turing Institute · Collaborator DOI10.5281/zenodo.3878499

Selected Kaggle competitions

Kaggle profile →
143rdBest global rank on Kaggle
19Kaggle medals: 6 silver, 13 bronze
34thBest finish: M5 Forecasting
Top 2%Best percentile: MoA Prediction
  • 34/907 M5 Forecasting – Uncertainty Keras, LightGBM Top 4% silver
  • 42/451 March Machine Learning Mania 2021 – NCAAW Scikit-learn, LightGBM Top 10% silver
  • 76/1,621 Jigsaw Multilingual Toxic Comment Classification TensorFlow, XLM-RoBERTa Top 5% silver
  • 87/4,373 Mechanisms of Action (MoA) Prediction PyTorch, LightGBM Top 2% silver
  • 99/2,737 Predicting Molecular Properties Keras, LightGBM Top 4% silver
  • 88/1,379 Parkinson's Freezing of Gait Prediction PyTorch, LightGBM Top 7% bronze
  • 95/1,805 AMP Parkinson's Disease Progression Prediction PyTorch, LightGBM Top 6% bronze
  • 95/1,531 Understanding Clouds from Satellite Images PyTorch, Albumentations Top 7% bronze
  • 137/3,308 SIIM-ISIC Melanoma Classification EfficientNet, TensorFlow Top 5% silver
Show 10 more bronze medals
  • 72/469 Kore 2022 Python, RL Top 16% bronze
  • 77/546 Lyft 3D Object Detection for Autonomous Vehicles PyTorch, U-Net Top 15% bronze
  • 91/1,233 TensorFlow 2.0 Question Answering TensorFlow, BERT Top 8% bronze
  • 92/879 Hungry Geese Python, RL Top 11% bronze
  • 92/282 The 3rd YouTube-8M Video Understanding Challenge TensorFlow, NetworkX Top 33% bronze
  • 109/1,143 Rainforest Connection Species Audio Detection TensorFlow, ResNet Top 10% bronze
  • 127/1,475 SIIM-ACR Pneumothorax Segmentation Keras, Albumentations Top 9% bronze
  • 173/2,033 JPX Tokyo Stock Exchange Prediction Scikit-learn, XGBoost Top 9% bronze
  • 198/2,225 Tweet Sentiment Extraction TensorFlow, RoBERTa Top 9% bronze
  • 215/3,856 Home Credit – Credit Risk Model Stability Scikit-learn, LightGBM Top 6% bronze