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Dan Mbici

@danmbici

Full-Stack developer and ML engineer delivering scalable backend systems and production ML solutions.

United States
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What I'm looking for

I seek a remote role applying ML in production—focus on scalable APIs, cross-functional teamwork, CI/CD automation, and meaningful fintech use cases with growth opportunities.

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

FS
Current

Machine Learning Developer

FinLogic Solutions

Mar 2023 - Present (2 years 7 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.

DI

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%.

QC

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 logoUB

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.

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Dan Mbici - Machine Learning Developer - FinLogic Solutions | Himalayas