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Advita Ortho
Software EngineerAdvita Ortho • Gainesville, FL, United States
Software Engineer

Software Engineer

Advita Ortho • Gainesville, FL, United States
3 days ago
Job type
  • Full-time
  • Permanent
Job description
Software Engineer

Department: Information Technology

Employment Type: Permanent - Full Time

Location: Gainesville, FL

Reporting To: Senior Director Software Engineering

Description

The Software Engineer will leverage extensive complaint and quality data within the complaint management system to train, fine-tune, and deploy AI models that enhance complaint detection, classification, coding accuracy, and resolution recommendations. This individual will contribute to a lean, high-impact engineering team by applying foundational knowledge of machine learning, large language models (LLMs), and modern web development to real-world use cases. The role is hands-on and execution-focused, providing direct exposure to senior leadership and meaningful project ownership

Key Responsibilities

AI/ML Model Development & Training
  • Work with large volumes of complaint data to train and fine-tune LLM-based models for automated complaint detection, classification, and coding.
  • Develop and iterate on models that generate intelligent suggestions for complaint resolution, root cause analysis, and corrective/preventive actions (CAPA).
  • Prepare, clean, and structure training datasets from existing complaint records to optimize model performance.
  • Evaluate model accuracy, precision, and recall using appropriate metrics; continuously improve model quality through iterative training cycles.
  • Explore and implement retrieval-augmented generation (RAG) architectures and prompt engineering techniques to enhance model output relevance.
System Integration & API Development
  • Develop and maintain RESTful APIs to serve model predictions and recommendations within existing workflows.
  • Collaborate with the team to embed AI capabilities into enterprise applications, ensuring seamless user experiences.
Web Application Development
  • Contribute to front-end development using React and modern JavaScript/TypeScript frameworks.
  • Support back-end development with Node.js, building services that connect AI capabilities to user-facing applications.
  • Participate in code reviews, testing, and deployment processes following team standards.
Collaboration & Growth
  • Work closely with the Senior Director of Software Engineering, or designee, to align AI initiatives with organizational strategy.
  • Stay current with advancements in LLM architectures, fine-tuning methodologies, and AI tooling.
  • Document models, training processes, and integration patterns for knowledge sharing and regulatory compliance.
Skills Knowledge and Expertise

Education:
  • Bachelor's degree in Computer Science, Data Science, Artificial Intelligence, Machine Learning, or a related field
Experience:
  • Hands-on experience (academic or personal projects) with Python and ML frameworks such as PyTorch, TensorFlow, or Hugging Face Transformers.
  • Experience with cloud-based ML platforms (Azure ML, Google Vertex AI, or AWS SageMaker).
  • Understanding of natural language processing (NLP) concepts including text classification, named entity recognition, and sentiment analysis.
  • Exposure to vector databases (Pinecone, ChromaDB, Weaviate) and RAG pipeline architectures.
  • Exposure to RESTful API design and integration patterns.
  • Experience with Git version control and CI/CD workflows.
Functional/Technical Knowledge, Skills and Abilities Required:
  • Strong problem-solving skills with a willingness to learn and adapt quickly in a fast-paced environment.
  • Solid understanding of LLM fundamentals including transformer architectures, tokenization, embeddings, attention mechanisms, and fine-tuning techniques.
  • Familiarity with data preparation, feature engineering, and model evaluation methodologies.
  • Working knowledge of React and Node.js for web application development.
  • Strong problem-solving skills with a willingness to learn and adapt quickly in a fast-paced environment.
  • Familiarity with fine-tuning approaches using models such as Google Gemini, OpenAI GPT, or similar foundation models
  • Knowledge of medical device industry regulations (FDA, ISO 13485) or quality management systems is a plus.
  • Familiarity with SQL and relational database concepts.
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Software Engineer • Gainesville, FL, United States

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