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Hi, this is Giorgio Demarchi


About me:

  • Candidate for the Master of Business Analytics at MIT, a program focused on Machine Learning under modern optimization lens, and operations research.
  • Involved in research work at the MIT Operations Research Center, working to apply computer vision tools to the industry of EV charging stations installations.
  • Background in Industrial Engineering, having studied at Polytechnic of Milan and Delft University of Technology.

Interests include multimodal ML, Vision, Optimization, and Greek Cuisine


Relevant Projects:

Name Topic Methods Report Code
EV charging feasibility computer vision framework Computer Vision CNN
ViT
Space-time attention
MIMO Poster Core code private
Pipeline + Labelling UI
Video-to-audio AI Computer Vision Embeddings
Vector Database
Multimodal models
Audio Generation
Video Presentation
Report
Code
Dataset Pipeline
ImageBind Fork
AudioCraft fork
LLM-based pre-processing framework for tabular ML Machine Learning Embeddings
Fine-tuning
Report Code
Optimization-aware active learning Optimization Duality
Active learning
Tabular ML
Report Code
Optimization of urban multi-modal hubs (Analytics Lab, 1st place) Optimization Multi-objective opt.
Traffic modeling
- Streamlit UI
Instructing agents with LLM Reinforcement Learning PPO
Reward Design
- -
LLM router (AGI House Hackathon, 2nd place) LLM Prompt Optimizer Moodel
Embeddings
Demo LLMLingua fork

Giorgio Demarchi's Projects

audioset-processing-av icon audioset-processing-av

Toolkit for downloading (and dumping on S3) YouTube audio-video labelled data leveraging the Google AudioSet dataset

imagebind icon imagebind

ImageBind One Embedding Space to Bind Them All

llava icon llava

[NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and beyond.

llm-router icon llm-router

AGI House Hackathon -- proxy layer for LLM request router

llmlingua icon llmlingua

[AGI House Hackathon] Fork of LLMLingua to wrap it with a Runpod Endpoint API

tabtext-experiments icon tabtext-experiments

LLM-based pre-processing method for tabular machine learning (Machine Learning Under Modern Optimization Lens, MIT)

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