Mathew Giso Ph.D.

Mathew Giso Ph.D. Email and Phone Number

PhD in Soft Matter Theory | Data Scientist | NLP, ML, Generative Modeling @ Labviva
Mathew Giso Ph.D.'s Location
Greater Boston, United States, United States
About Mathew Giso Ph.D.

At Linksquares I used a wide array of machine learning techniques to extract information from documents. I worked on the full pipeline from training to validation to prediction. I have experience working with BERT/Transformers, Named Entity Recognition (NER), Computer Vision, and Generative Models (LLMs). I am an expert in data preparation (EDA/ETL), this includes gathering data with SQL, pre-processing, augmentation, and post-processing. I received my PhD from Tufts University in Physics. I specialized in creating models to predict the behavior of fluid and elastic systems where geometry plays an important role. I also developed Natural Language Processing applications to help organize conference schedules and suggest relevant events at conferences to attendees.

Mathew Giso Ph.D.'s Current Company Details
Labviva

Labviva

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PhD in Soft Matter Theory | Data Scientist | NLP, ML, Generative Modeling
Mathew Giso Ph.D. Work Experience Details
  • Labviva
    Data Scientist
    Labviva Apr 2024 - Present
    Boston, Massachusetts, Us
  • 3Dcowboys
    Consultant
    3Dcowboys Mar 2024 - Present
    3DCowboys educates through entertainment. With the help of Spot, Boston Dynamic's robot pooch, we teach kids and adults about robotics and programming using some of the world's most cutting edge robotics and machine learning.
  • Linksquares
    Data Scientist Ii
    Linksquares Jul 2023 - Aug 2023
    Boston, Massachusetts, Us
  • Linksquares
    Data Scientist
    Linksquares Apr 2022 - Jul 2023
    Boston, Massachusetts, Us
    • Research and development of machine learning solutions for legal tech.• Extensive experience with data analysis, processing, and augmentation of complicated textual data.• Development of models for information extraction, text generation, clustering, and computer vision.• Strong experience with cutting edge Neural Networks architectures including Transformers, Large Language Models (open source and api-based), Generative Modeling, and prompt engineering.
  • Tufts University
    Graduate Researcher - Soft Matter Theory Group
    Tufts University Sep 2016 - Feb 2022
    Medford, Massachusetts, Us
    • Numerical Modeling of fluid systems as part of the Tufts Soft Matter Theory Research Group.• Developed analysis package in Python to function with soft particle simulation in C.• Developed Non-equilibrium Monte Carlo Model to simulate fluid systems.• Built semi-analytical model to simulate crystallization of emulsions.• Designed semi- analytical model incorporating the Young-Laplace equation to predict adhesion of gel microspheres.• Experience using gradient decent, projected gradient method, newton method, Runge Kutta, and other minimization methods and differential equation solvers.
  • Tufts University
    Nlp Researcher
    Tufts University Jan 2019 - Sep 2021
    Medford, Massachusetts, Us
    • Led research for grant project titled “More Humane APS Meetings through Machine Learning” to build Machine Learning (ML) and Natural Language Processing (NLP) tools for conference organizers.• Built website which suggests convention talks using LSA and TFIDF natural language processing methods.• Developed method to identify conflicting similar talks in conference schedules by comparing abstracts.• Constructed Monte Carlo method to reorganize conference schedules to minimize overlap of similar talks.• Experience training and validating the BERT classifier for multilabel classification.
  • Tufts University
    Listening Project Participant And Coach
    Tufts University Sep 2017 - May 2021
    Medford, Massachusetts, Us
    The Listening Project (LP) is a professional development community of Tufts faculty members and graduate students with teaching responsibilities in the natural sciences and mathematics. The goal of the project is to "substantially and sustainably increase their capacity for inclusion of all students, especially those students who belong to groups underrepresented in science." The LP is designed to support instructors in welcoming students to the learning process by eliciting and engaging with students' thinking. It is based on the premise that all students can exhibit productive beginnings of meaningful disciplinary thinking, and that it is our responsibility as instructors to create an environment in which students are equitably supported in developing as disciplinary thinkers.
  • Tufts University
    Lab And Recitation Teaching Assistant
    Tufts University Sep 2016 - Dec 2019
    Medford, Massachusetts, Us
    • Taught semester long physics lab courses. Guided students through the scientific method and graded the resulting lab reports. Some semesters instead of lab reports I used an 'interview' process where I had an in-depth conversation with each lab group to gauge their understanding of the physics principles used in the lab.• I also taught recitation sections which were supplementary time in addition to the standard lectures where I helped students through issues they were having in the main course. The focus of these recitation courses was mechanics, electricity, and magnetism. This was great teaching experience as I was required to cater to both those familiar with calculus and those who were not.
  • 21St Century Biochemicals
    Automation Developer
    21St Century Biochemicals Jun 2016 - Aug 2016
    • Designed, programmed and built robots using rapid prototyping to facilitate laboratory needs.• Developed streamlined methods for cataloging laboratory information using available equipment with no overhead.
  • Union College
    Academic Opportunity Program Tutor
    Union College Apr 2014 - Jun 2016
    Schenectady, Ny, Us
    The Academic Opportunity Program (AOP) is a Union College funded program designed to support students from first-generation, low-income backgrounds through academic counseling and financial aid. I had the opportunity to participate as a math and physics tutor helping students with all levels of college math (basic arithmetic through vector calculus) and physics (non-calculus mechanics, electricity, and magnetism).
  • Union College
    Coffee & Calorimetry - Amanuel Experimental Group
    Union College Jun 2015 - Jul 2015
    Schenectady, Ny, Us
    • Research on Coffee & Calorimetry as part of the Amanuel Experimental Group.• Measured the heat of combustion of dried and undried raw coffee beans to determine the role of water in the energy required to roast coffee.• Parr Isoperibol Bomb Calorimeter calibration.
  • Union College
    Heavy Metal Formation In Supernovae - Surman Theory Group
    Union College Jun 2014 - Jul 2014
    Schenectady, Ny, Us
    • Research on heavy metal formation in supernovae as part of the Surman Theory Group.• Executed nuclear-network code to model r-process under different astrophysical trajectories.• Developed a suite of plotting algorithms in python to handle Fortran output.
  • Jewish Vocational Service
    Adult Mathematics Tutor
    Jewish Vocational Service Aug 2014 - Sep 2014
    Helped teach adults basic math skills in a 1-1 setting in preparation for taking the GED.
  • Dana-Farber Cancer Institute
    Research Intern
    Dana-Farber Cancer Institute Dec 2013 - Dec 2013
    Boston, Ma, Us
    • Gained experience cutting microtome samples, setting slides, and testing bioluminescence.• Handled lab animals under clean conditions.

Mathew Giso Ph.D. Education Details

  • Tufts University
    Tufts University
    Physics
  • Tufts University
    Tufts University
    Physics
  • Union College
    Union College
    Physics

Frequently Asked Questions about Mathew Giso Ph.D.

What company does Mathew Giso Ph.D. work for?

Mathew Giso Ph.D. works for Labviva

What is Mathew Giso Ph.D.'s role at the current company?

Mathew Giso Ph.D.'s current role is PhD in Soft Matter Theory | Data Scientist | NLP, ML, Generative Modeling.

What schools did Mathew Giso Ph.D. attend?

Mathew Giso Ph.D. attended Tufts University, Tufts University, Union College.

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