Dan Mbici
@danmbici
Full-Stack developer and ML engineer delivering scalable backend systems and production ML solutions.
United StatesWhat I'm looking for
I am a results-driven software developer and machine learning engineer with over 5 years of experience building full-stack web applications and deploying AI-driven solutions for fintech. I have designed and trained NLP models for real-time transaction categorization, implemented scalable RESTful ML APIs, and refactored legacy systems into microservices to improve performance and deployment velocity.
I collaborate effectively across distributed teams, lead code reviews, and prioritize test coverage and CI/CD automation. My hands-on stack includes React, Node, FastAPI, Python ML libraries, and cloud-native tooling (AWS/GCP), and I consistently deliver production-ready systems that reduce operational overhead and improve analytics and reliability.
Experience
Work history, roles, and key accomplishments
Machine Learning Developer
FinLogic Solutions
Mar 2023 - Present (3 years 3 months)
Designed and trained NLP models for transaction categorization achieving 94% accuracy and deployed models via FastAPI and AWS Lambda with CI/CD; led code reviews to maintain >90% test coverage and supported cross-timezone product delivery.
Freelance Developer
Various Clients
Jan 2021 - Present (5 years 5 months)
Delivered custom dashboards and ML models for fintech startups (fraud detection, customer analytics), migrating 3 clients from spreadsheets to scalable web apps and reducing operational overhead by 40%.
Full-Stack Software Engineer
Digital Pulse Inc.
Jan 2020 - Feb 2023 (3 years 1 month)
Refactored a legacy monolith into Node.js microservices and PostgreSQL, improving load times by 55%; built React dashboards for real-time analytics and introduced Dockerized CI/CD pipelines, reducing deployment time by 30%.
Data Analyst & Junior Developer
Quantelligence Corp
Jun 2018 - Dec 2019 (1 year 6 months)
Developed ETL pipelines and predictive-modeling support using Python and SQL; built Plotly/Dash visualizations and automated reporting workflows, saving the team over 10 hours per week.
Education
Degrees, certifications, and relevant coursework
University of California, Berkeley
Bachelor of Science, Computer Science
Completed a Bachelor of Science in Computer Science with a focus on software development and machine learning.
Availability
Location
United StatesAuthorized to work in
Job categories
Skills
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