Domenico Lacavalla

Domenico Lacavalla

Data Scientist and ML Engineer focused on applied AI. I build and deploy solutions based on NLP, computer vision, and LLMs.

Open Source Contributor

Published in Google Summer of Code (GSoC) 2024 @ HumanAI, 2024

  • Used NLP models to analyze 500k Dark Web discussion points, identifying key topics and establishing 5 baseline categories.
  • Enhanced the model to interpret both images and text using BERT (170 topics) and CLIP/Vision Transformer (3 topics).
  • Validated clustering results with Machine Learning algorithms and LSTM, examining topic evolution and sentiment analysis over time.
  • Deployed 8 predictive models on Hugging Face to forecast trends and topics identified in the analysis.
  • Read more in this blog post and explore the project on the GitHub Repo.