Summary
Overview
Work History
Education
Skills
Timeline
Generic

Rider Ledez

Miami

Summary

Innovative Staff Machine Learning Engineer at Molina Healthcare, adept at architecting NLP models that enhanced claims processing accuracy and improved patient engagement. Proficient in machine learning and mentoring, I drive efficiency through advanced data science techniques and collaborative ETL pipeline development, fostering a culture of continuous improvement.

Overview

2
2
years of professional experience

Work History

Staff Machine Learning Engineer

Molina Healthcare
08.2023 - Current

- Architected and implemented advanced NLP models for medical text classification, improving claims processing automation by 30% through enhanced accuracy.
- Fine-tuned Large Language Models (LLMs) using Hugging Face Transformers and GPT, leading to improved patient engagement solutions and automated responses.
- Enhanced semantic search capabilities with Retrieval-Augmented Generation (RAG) techniques, resulting in a 25% increase in information retrieval efficiency.
- Collaborated with cross-functional teams to design and deploy scalable ETL pipelines using Spark and Snowflake, ensuring high-quality data for model training.
- Mentored junior engineers on best practices for model development and deployment, fostering a culture of continuous learning and innovation.
- Developed chatbot solutions using RLHF, significantly reducing support response times by 40% and improving user interaction.
- Conducted time-series forecasting to predict patient appointment trends, optimizing resource allocation and improving operational efficiency.
- Utilized AWS and Azure for deploying machine learning models, streamlining MLOps processes and enhancing deployment efficiency.

Education

Bachelor of Science - Computer Science

University of Florida
Gainesville, FL

Skills

  • Scientific research support
  • C# coding
  • Machine learning
  • Data science principles implementation

Timeline

Staff Machine Learning Engineer

Molina Healthcare
08.2023 - Current

Bachelor of Science - Computer Science

University of Florida