Matías Leoni

Machine Learning Developer & Internal Auditor at ÍNTEGRA
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Location
Argentina, AR
Languages
  • Spanish -
  • English -
  • Italian -

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Experience

    • Aviation and Aerospace Component Manufacturing
    • Machine Learning Developer & Internal Auditor
      • May 2023 - Present

      ● Machine Learning for client marketing clustering: development & maintenance of e-commerce database segmentation.● Auditor of financial activities and processes

    • Finance Manager & Machine Learning Developer
      • Feb 2021 - Apr 2023

      ● Treasury operation and management control.● Direct financial reporting to company's stakeholders: Profit & Loss, Balance, Cash Flow.● Machine Learning for client marketing clustering: development & maintenance of e-commerce database segmentation.

    • Argentina
    • Education Administration Programs
    • 500 - 600 Employee
    • Academic Project
      • Jun 2023 - Jun 2023

      Applied NLP: Semantic Textual Similarity from Natural Language Inference● We developed a twin model based on neural networks to address the task of Semantic Textual Similarity (STS) between two sentences, utilizing Natural Language Inference (NLI) to determine logical entailment.● Leveraged the twin model approach to capture both semantic similarity and logical relationship between sentences at the same time connecting two tasks of Natural Language Processing (NLP).● We evaluated the performance of transformer-based encoder representations trained through NLI for semantic similarity, comparing them with traditional approaches in STS by deploying the model in Hugging Face. Show less

    • Academic Project
      • Apr 2023 - May 2023

      Web advertising banner requests: group project with the goal of deploying the cloud infrastructure.● We deployed the necessary cloud architecture for an API to receive web banner advertising requests. The API answers according to a recommendation system. This system gets an everyday update as a consequence of cumulative new information provided by the clients’ web which gets processed with a custom model.● The recommendation team of the media agency uses the forementioned architecture deployed in AWS using ECS, RDS, EC2 and S3 tools that run the data pipeline and the API.● The API runs dockerized in an ECS cluster and was programmed with FastAPI. The daily task of updating the recommendations was programmed with AirFlow on an EC2 instance which reads raw data from S3 buckets and updates the recommendation database which is contained in an AWS RDS instance. Show less

    • Adjoint Researcher
      • Feb 2017 - Feb 2021

      This is a tenured junior position at Argentina's public funding agency for scientifical and technological research.

    • Assistant Researcher
      • Nov 2013 - Feb 2017

      This is a junior position at Argentina's public funding agency for scientifical and technological research.

    • Postdoc
      • Jun 2012 - Nov 2013

      I received a two years postdoctoral position at CONICET, the leading public funding agency in Argentina, to carry on my lines of research after successful five years abroad studying and working.

    • Italy
    • Research Services
    • 700 & Above Employee
    • Postdoc
      • Apr 2011 - May 2012

      This was my first job after graduating as a Ph.D. in the string theory group of the Milano-Bicocca university under the direction of Silvia Penati. This was my first job after graduating as a Ph.D. in the string theory group of the Milano-Bicocca university under the direction of Silvia Penati.

Education

  • Universidad de 'San Andrés'​
    Master in Data Science, Data Science
    2022 - 2023
  • Università degli Studi di Milano
    Doctor of Philosophy (PhD), Theoretical and Mathematical Physics
    2007 - 2011
  • Universidad de Buenos Aires
    Master of Science (MS), Physics
    2002 - 2007

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