Luca Mingardi Email and Phone Number
I’m a driven Research Scientist with extensive experience in various industries, including healthcare, insurance, automotive, retail, agriculture and telecommunication. I enjoy working at the intersection of Machine Learning and Optimization, and I aim at solving the toughest problems that can have the highest impact on society. Currently I am working on the development of computer vision models on geo-referenced satellite images to guide government decision-making in African regions where food security is at risk.I hold a Master’s Degree in Business Analytics from MIT, during which I have been a Research Assistant to Professor Dimitris Bertsimas.
Ground Truth Analytics
View- Website:
- groundtruthanalytics.com
- Employees:
- 9
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Senior Ai Engineer (Founding Team)Ground Truth AnalyticsBoston, Ma, Us
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Ai ResearcherGround Truth Analytics Jan 2023 - PresentCambridge, Massachusetts, United States• GTA is a startup leveraging satellite images and on-ground data to improve food security in multiple African countries• Engineered computer vision models to predict geo-referenced field boundaries from 10m-resolution optical satellites• Addressed transfer learning challenges like clouds, landscape divergence and low resolution at production-level • Crafted scalable pipeline to apply model on millions of hectares of land in Senegal, Kenya, Rwanda and Nigeria • Supported creation of deep learning models predicting land cover, crop type and stage of growth
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Senior Research ScientistInterpretable Ai Sep 2022 - PresentCambridge, Massachusetts, United States• Supervised development of VAT fraud detection model commissioned by Armenia’s tax authorities achieving 32% improved detection rate• Leveraged trillions of insurance claims data to detect fraudulent billings and create dashboard of US price-of-care statistics • Developed framework to process NSQIP hospital data and designed novel US-wide quality-of-care evaluation• Created tool to process and leverage satellite data to predict yield in Morocco and influence government actions -
Research ScientistInterpretable Ai Sep 2020 - Sep 2022Cambridge, Massachusetts, United States• IAI is a MIT startup founded by Professor Dimitris Bertsimas in 2018 delivering easy-to-interpret AI solutions• Built demand forecasting pipeline for Fortune 100 company increasing revenue by $25 millions per year• Designed patient matching algorithm (AUC 0.98) leading to $10mln saved per year in insurance cost• Rolled out POC fertilizer recommender as potential business model for Ground Truth Analytics
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Data Scientist | Capstone ProjectBmw Of North America, Llc Jan 2020 - Aug 2020Greater New York City Area• Developed a recommendation system to provide dealerships with optimal assortment• Improved understanding of product desirability and guided manufacturing strategies for new vehicles• Coordinated project with business stakeholders internationally• Increased revenue by 9% while selling cars 20% faster -
Research Assistant | Operations Research CenterMassachusetts Institute Of Technology Sep 2019 - Aug 2020• Analyzed over 40k Electrocardiogram (ECG) signals• Developed a framework to load, process and determine if an ECG is problematic in real-time (less than 30 milliseconds)• Achieved out of sample F1 Scores in the range 0.93-0.99 to detect 7 types of heart anomalies• First known work to achieve high performance across hospitals, countries and recording standards• Peer-reviewed and published in a top journal in the field: https://ieeexplore.ieee.org/document/9380678 -
Analytics Lab Team Member | Mit SloanClínica Internacional Sep 2019 - Dec 2019• Most important private healthcare company in Peru (Top 15 in Latin America): 340k patients, 2k employees• Built models to forecast optimal length of stay for over 48k patients needing to be hospitalized (Random Forest, XGBoost)• Reduced duration of average hospital stay by 55%, improving allocation of human resources and facilities• Implemented a 4-weeks-long pilot program• Achieved 2nd place in Machine Learning class competition (out of 40 teams) after presentation to jury of 5 established data scientists -
Thesis StudentVodafone Jan 2019 - Jun 2019Milan Area, Italy• Created models to detect communities from patterns of phone interactions between 3.3 million customers• Identified families among users, allowing the company to offer tailored promotions and decrease churn rate• Presented results to computer science professors at Bocconi University and to company’s data science team (40 people), and received full thesis score -
Data Science InternVodafone Jun 2018 - Aug 2018Milan Area, Italy• Created Natural Language Processing interfaces to analyze 1.4 million users’ text feedback about company services• Improved categorization of complaints, enabling the recognition of strengths and weaknesses of products offered• Developed and presented a dashboard to data science team and director of advanced analytics (30 people)
Luca Mingardi Education Details
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Master Of Business Analytics
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Economics, Management And Computer Science -
4 Months Exchange Program -
Scientific High School With Focus On Mathematics, Physics, Latin And Philosophy
Frequently Asked Questions about Luca Mingardi
What company does Luca Mingardi work for?
Luca Mingardi works for Ground Truth Analytics
What is Luca Mingardi's role at the current company?
Luca Mingardi's current role is Senior AI Engineer (Founding Team).
What schools did Luca Mingardi attend?
Luca Mingardi attended Massachusetts Institute Of Technology, Harvard University, Università Bocconi, University Of Wisconsin-Madison, Liceo Statale Scientifico E Classico "ettore Majorana".
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