I am an AI Engineer and researcher specializing in synthetic data generation and scalable machine learning systems. Currently, I am working on my Master’s thesis at MIT, where I am developing training methodologies for visual language models that leverage open-source data. Concurrently, I am an AI Researcher at the MIT-IBM Watson AI Lab, where I work on creating compliant datasets and optimizing instruction-tuning pipelines for vision-language models.At Data Fusion & Neural Networks, I have led the modernization of legacy machine learning systems, including adaptive neural networks and satellite monitoring platforms, significantly improving their performance and scalability. My work bridges the gap between research and practical applications, ensuring reliable, high-performance models for complex tasks.
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XeroSenior Applied ScientistBountiful, Ut, Us
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Member Of Technical Staff - Data EngineerLiquid Ai Dec 2024 - PresentCambridge, Massachusetts, Us -
Ai Researcher (Thesis Intern)Ibm Jan 2024 - Dec 2024Armonk, New York, Ny, UsWork partnership in pursuit of Masters of Engineering at MIT at MIT-IBM AI Watson Lab. Generation and curation of synthetic data. Building and training LLM and Vision Language Models. -
Ml ArchitectData Fusion & Neural Networks 2023 - Nov 2024Arvada, Colorado, Us -
Software EngineerBio1 Systems, Inc. May 2022 - Dec 2022San Carlos, Ca, UsLead ML Engineer for Data Collection and Model Development. My work centered around two projects: 1. object tracking, identification, and counting to enhance clinical care for military and civilian applications. 2. Modeling for Traumatic Brain Injury (TBI) detection and management. Specific tasks included:-Streamlining Image and Video Collection and Labeling with auto labeling techniques-Model development in Google Vertex AI-YOLO model development aided with data augmentation and hyperparameter optimization-Object Discrimination and Counting by Developing Situation Awareness-TBI data collection and exploration-TBI feature analysis-Solution evaluation for viable modeling approaches -
Machine Learning Engineering InternMit Sloan School Of Management May 2022 - Sep 2022Cambridge, Ma, UsWork in evaluating various methods for Counter-Factual Estimation. Included creating multiple datasets, evaluating state-of-the-art methods, and developing novel approaches for explainable counter-factual estimators. -
Software DeveloperBabybots Dec 2021 - May 2022Houston, Texas, UsRPA development, I.E "Bots", within an agile environment. Development primarily done Microsoft Power Automate -
Laboratory AssistantMit Koch Institute For Integrative Cancer Research Jan 2021 - Dec 2021Cambridge, Massachusetts, UsI worked on developing and validating cell lines with metabolite synthesis CRISPR knock outs; utilizing HPLC for binding detection; and developing software in python for standardizing analysis of mass spectroscopy metabolite data. -
Laboratory AssistantHansenip Llc Jun 2020 - Dec 2020I was charged with setting up a private lab within a biotech incubator. My primary projects included media development and studies on a mechanism for general anesthesia and its reversibility at high pressure. I also designed and built a fluid dispensing system powered by an Arduino microcontroller. This later translated into my interested in Computer Science.
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Laboratory InternThe Scripps Research Institute - Florida Campus Jun 2018 - Jul 2018UsSummer 2019 Internship in Scott B Hansen lab working on various short term projects including super resolution microscopy on a Zeiss microscope. -
Laboratory InternThe Scripps Research Institute - Florida Campus Jun 2017 - Jul 2017UsSummer internship primarily working on x-ray crystallography to show lipid-gating of zebrafish Trek-1. This project was continued from summer 2017 when we realized that a disordered region on the c-terminus was likely the reason I failed to obtain crystals. I designed a new gene, expressed in yeast, and obtained a few small crystals. Data from the Stanford synchrotron confirmed that they were protein crystals, but I was unable to achieve high enough resolution to solve the structure. -
Laboratory InternThe Scripps Research Institute - Florida Campus Jun 2016 - Jul 2016UsFirst summer internship at the Scripps Research Institution. I learned basic lab skills and how to express and purify various potassium channels. Additionally learned to set up hundreds of conditions for X-ray crystallography. -
LifeguardSouth Davis Recreation Center May 2015 - Aug 2015Lifeguard for the local recreation center
Jacob H. Education Details
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Massachusetts Institute Of TechnologyElectrical Engineering-Computer Science -
Massachusetts Institute Of TechnologyElectrical Engineering And Computer Science; Brain And Cognitive Science
Frequently Asked Questions about Jacob H.
What company does Jacob H. work for?
Jacob H. works for Senior Applied Scientist
What is Jacob H.'s role at the current company?
Jacob H.'s current role is Xero.
What schools did Jacob H. attend?
Jacob H. attended Massachusetts Institute Of Technology, Massachusetts Institute Of Technology.
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