Marcus Smith in

Marcus Smith

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Lead Machine Learning Engineer at Introhive
📍 Fredericton, New Brunswick, Canada

Marcus is a Lead Machine Learning Engineer at Introhive, specializing in transforming AI prototypes into reliable, production-grade infrastructure. His expertise lies in building LLM agent systems and modern data platforms using Snowflake, dbt, and Airflow. He holds a SnowPro Core Certification.

At a previous company, he scaled data ingestion by 30x to power deep-learning image processing for a major food producers North American potato yield.

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Experience
10 Years
Current Role
Lead Machine Learning Engineer
Job Level
Middle
Location
Fredericton, New Brunswick, Canada
Personality Overview

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Priorities

Topics Marcus cares about

Production AI Infrastructure
His stated niche is turning AI prototypes into reliable production systems, emphasizing that the model is the easy part compared to the surrounding infrastructure.
AI's Data Layer
Believes the data layer is the most critical and constant element for enterprise AI readiness, more so than the models or interfaces which frequently change.
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Career

Work history

4-2025
Lead Machine Learning Engineer
Introhive
4-2022 - 4-2025
Lead Data Engineer
Introhive
1-2020 - 4-2022
Senior Machine Learning Engineer / Machine Learning Engineer
Introhive
12-2018 - 12-2019
Software Developer R&D
Resson
6-2016 - 12-2018
Software Developer
Blue Spurs
In the press

Media appearances

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Education
2014 - 2016
Programmer-Analyst
NBCC (New Brunswick Community College)
Social presence
in
Behavioral profile

DISC profile (public)

DISC behavioral profile

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