Toby Savage
Data Science Intern at Canary Medical Inc.- Claim this Profile
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Bio
Experience
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Canary Medical Inc.
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Canada
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Medical Equipment Manufacturing
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1 - 100 Employee
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Data Science Intern
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May 2023 - Aug 2023
Carlsbad, California, United States • Led and developed a customer service agent using OpenAI’s GPT models and proprietary machine learning models to automatically answer patient questions related to Canary’s smart implant for Total Knee Arthroplasty. • Prompt engineered 'gpt-3.5-turbo' model to shape behavior, utilizing context and instructional prompts, and few-shot techniques. • Trained a Naive Bayes classification model on Frequently Asked Questions data to predict the category of a user’s question using OpenAI's… Show more • Led and developed a customer service agent using OpenAI’s GPT models and proprietary machine learning models to automatically answer patient questions related to Canary’s smart implant for Total Knee Arthroplasty. • Prompt engineered 'gpt-3.5-turbo' model to shape behavior, utilizing context and instructional prompts, and few-shot techniques. • Trained a Naive Bayes classification model on Frequently Asked Questions data to predict the category of a user’s question using OpenAI's embeddings model, 'text-embedding-ada-002'. Categorization is used to retrieve prominent information from a separate database to guide the GPT model to answer the user’s question, drastically minimizing hallucinations. • Compared performance of current implementation of customer service agent with Pinecone Vector Database. Show less
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Canary Medical Inc.
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Canada
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Medical Equipment Manufacturing
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1 - 100 Employee
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Data Science Intern
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May 2022 - Aug 2022
Carlsbad, California, United States • Developed and deployed an API endpoint for kinematic 3D animations using Microsoft Azure. • Enhanced critical performance dashboard to compute live key metrics and readily express data completeness and quality. • Augmented internal dashboard to improve corporate operational efficiency.
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CU Hyperloop
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United States
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Research Services
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1 - 100 Employee
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Software Team Lead
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Sep 2019 - Mar 2022
Boulder, Colorado, United States • Led a team of 18 software engineers to design and construct software architecture, networking, data manipulation, and navigation systems for Tunnel Boring Machine (TBM), following an agile development methodology. • Pioneered software team through The Boring Company's Final Design Package (FDP) round; accepted as one of 12 teams out of 400 worldwide to compete in the Not-A-Boring Competition for Summer 2021. • Produced Kalman Filter for TBM to predict underground positioning based on… Show more • Led a team of 18 software engineers to design and construct software architecture, networking, data manipulation, and navigation systems for Tunnel Boring Machine (TBM), following an agile development methodology. • Pioneered software team through The Boring Company's Final Design Package (FDP) round; accepted as one of 12 teams out of 400 worldwide to compete in the Not-A-Boring Competition for Summer 2021. • Produced Kalman Filter for TBM to predict underground positioning based on IMU sensors and actuator data. • Drove the implementation of a server-client network connection between ground station computer and an Arduino Portenta H7 board, sending UDP packets through an ethernet cable. • Designed algorithms for actuator functionality and networking for TBM. • Organizing team discussions and action items while following an agile development methodology. Show less
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MojoTech
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United States
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Software Development
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1 - 100 Employee
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Software Engineer Intern
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May 2021 - Aug 2021
Boulder, Colorado, United States • Built a collaborative text editor application, called Bingo Bongo, allowing multiple users to create accounts, update passwords, and edit a single document simultaneously. • Implemented an Object-Relational Mapping tool called Zapatos with collaborative editor to enable a service to query user and document data from Postgres database. • Enabled client-server networking communication within collaborative editor through HTTP requests. • Gained experience working with Javascript and… Show more • Built a collaborative text editor application, called Bingo Bongo, allowing multiple users to create accounts, update passwords, and edit a single document simultaneously. • Implemented an Object-Relational Mapping tool called Zapatos with collaborative editor to enable a service to query user and document data from Postgres database. • Enabled client-server networking communication within collaborative editor through HTTP requests. • Gained experience working with Javascript and Ruby on an application called Helios. • Implemented a subscription for SHA values for Helios that checks if the client has the most up-to-date version. • Refactored Helios's Higher-Order Component, replacing repetitive GraphQL queries with fragments for application components. Show less
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Canary Medical Inc.
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Canada
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Medical Equipment Manufacturing
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1 - 100 Employee
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Software Engineer Intern
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May 2020 - Aug 2020
Carlsbad, California, United States • Debugged and ran unit tests on world’s first smart knee implant algorithm using IMU sensor telemetry data, including 3D high-frequency gyroscope and accelerometer data. • Generated requirements based verification test document results for FDA submission. Company received an FDA De Novo approval grant one year later. • Contributed to the design of the company's database architecture for patient and implant data for better organization. • Self-taught and debugged MatLab code through… Show more • Debugged and ran unit tests on world’s first smart knee implant algorithm using IMU sensor telemetry data, including 3D high-frequency gyroscope and accelerometer data. • Generated requirements based verification test document results for FDA submission. Company received an FDA De Novo approval grant one year later. • Contributed to the design of the company's database architecture for patient and implant data for better organization. • Self-taught and debugged MatLab code through analyzing custom algorithms for implant calculations. • Tested networking between operating room applications, base station hardware, and implants. • Analyzed networking logs between base stations and implants. • Aided select surgeons performing implant trial procedure as a Circulating Nurse; collected data regarding the performance of implants during the company’s pivotal cadaver study. Show less
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Monmouth County Park System
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United States
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Recreational Facilities
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1 - 100 Employee
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Data Science and Agricultural Research Intern
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Jun 2019 - Aug 2019
Tinton Falls, New Jersey, United States • Performed advanced statistical analysis on the abundance of plant species, such as Total Percent Cover, Floristic Quality Assessment Index, and Plant Stewardship Index using R. • Assisted in data collection and statistical analysis on multiple long term forest health monitoring projects: Deer Exclosure Study, Hartshorne Woods Orchid Study. • Utilized Microsoft Access database to collect data on Deer Exclosure Study and Hartshorne Woods Orchid Study, Wildlife Reports. • Created… Show more • Performed advanced statistical analysis on the abundance of plant species, such as Total Percent Cover, Floristic Quality Assessment Index, and Plant Stewardship Index using R. • Assisted in data collection and statistical analysis on multiple long term forest health monitoring projects: Deer Exclosure Study, Hartshorne Woods Orchid Study. • Utilized Microsoft Access database to collect data on Deer Exclosure Study and Hartshorne Woods Orchid Study, Wildlife Reports. • Created Trail maps for local parks using Geographic Information Systems (GIS). Show less
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Education
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Columbia University
Master of Science - MS, Computer Science -
University of Colorado Boulder
Bachelor of Science - BS, Computer Science