Steve Baldwin User
@stevebaldwinuser
Machine Learning Engineer with 5+ years of experience in Python.
What I'm looking for
I am a Machine Learning Engineer with over 5 years of experience specializing in Python-based backend development and machine learning model deployment. My expertise lies in creating scalable APIs, efficient data pipelines, and robust ML models on cloud platforms. I have successfully achieved a 20% improvement in predictive accuracy and a 25% reduction in processing time for production environments.
In my current role at Logic Vortex, I lead machine learning projects from data preprocessing to model deployment, utilizing AWS SageMaker and Lambda to enhance inference capabilities. My work has streamlined feature engineering processes, resulting in a 30% reduction in processing time. I am proficient in Django, AWS, Scikit-Learn, Pandas, and NumPy, which I leverage to drive high-performance solutions.
Previously, I worked as a Software Engineer at Kinship, where I developed Python/Django-based APIs and optimized classification and regression models for production. My collaborative efforts with product and data teams have consistently aligned development with project goals, improving cycle times and overall efficiency.
Experience
Work history, roles, and key accomplishments
Machine Learning Engineer
Logic Vortex
Oct 2022 - Present (2 years 9 months)
Led machine learning projects end-to-end, from data preprocessing to model deployment, increasing predictive accuracy by 20% in production. Developed and deployed ML models on AWS SageMaker and Lambda to scale inference capabilities, reducing latency by 25%.
Software Engineer, ML
Projects Kinship
Jan 2021 - Sep 2022 (1 year 8 months)
Developed Python/Django-based APIs supporting ML-powered features, ensuring scalable, high-performance solutions. Built and optimized classification and regression models for production, increasing accuracy by 15%.
Backend Engineer
Kinship
Mar 2019 - Dec 2020 (1 year 9 months)
Modernized backend frameworks to increase customer retention by 15% through faster, reliable systems. Designed ETL pipelines supporting ML model data needs, enhancing data processing speeds by 20%.
Education
Degrees, certifications, and relevant coursework
California State University
Bachelor's, Computer Science
Completed a Bachelor's degree at California State University. Focused on foundational coursework relevant to a career in technology and engineering.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
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