INTERNSHIP DETAILS

Machine Learning Engineer Intern

CompanyPDS Health
LocationIrvine
Work ModeOn Site
PostedFebruary 9, 2026
Internship Information
Core Responsibilities
Assist with the design and implementation of evaluation frameworks for large language models and persona-based NLP systems. Collaborate with AI/ML engineers to translate evaluation findings into model improvements.
Internship Type
full time
Salary Range
$17 - $25
Company Size
6078
Visa Sponsorship
No
Language
English
Working Hours
40 hours
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About The Company
Founded in 1994, PDS Health is a leading healthcare support organization that partners with dental and medical providers across the U.S., providing comprehensive business services that enable clinicians to focus on high-quality patient care. Our innovative approach includes an integrated health record system that combines dental and medical data, giving clinicians a complete view of patient health. This platform enhances care coordination, allows for early detection of health issues, and improves patient outcomes, ultimately reducing overall healthcare costs. We strive to be the provider of choice in every market by equipping clinicians with access to advanced, proven technologies and offering ongoing professional development opportunities. Our commitment to education and training supports clinicians and team members in growing their careers, ensuring they have the skills and knowledge to excel in their fields. PDS Health has been recognized multiple times on the Inc. 5000 list of America’s fastest-growing private companies and named one of the 50 most community-minded companies in the nation. With over 1,000 practices in 24 states, we are dedicated to creating healthier, happier patients and making a positive impact in the communities we serve.
About the Role

Now is the time to join PDS Health. You will have opportunities to learn new skills from our team of experienced professionals. If you're ready to take your career to the next level and gain valuable experience, apply today!





The PDS Health Summer Intern Program is a 10-week, on-site, full-time, paid internship that provides undergraduate students with invaluable insight and experience into the operation of a large multi-state employer. 

 

Responsibilities

  • Assist with the design and implementation of evaluation frameworks for large language models (LLMs) and persona-based NLP systems
  • Develop quantitative and qualitative metrics to assess full duplex model behavior across diverse personas, tasks, and conversational contexts
  • Conduct benchmarking studies comparing baseline and experimental models, including behavior associated with speech, such as when to pause, interrupt or backchannel
  • Perform error analysis to identify failure modes such as persona drift, bias, confabulations, and robustness issues 
  • Collaborate with AI/ML engineers to translate evaluation findings into model improvements
  • Author technical reports, research papers, and internal documentation summarizing  experimental results and insights
  • Contribute to dataset curation and synthetic data generation for persona-driven conversational NLP tasks
  • Ensure evaluation methodologies follow best practices in reproducibility, fairness, and ethical AI guidelines
  • Other duties as assigned by Management
  •  

 

Qualifications

  • Current or recent enrollment in an accredited postgraduate degree program in Computer Science, Machine Learning, NLP, or a closely related field
  • Strong foundation in natural language processing, machine learning, and deep learning (e.g. large language models, transformers, self-guided learning)
  • Proficient in Python and ML frameworks such as PyTorch, TensorFlow, JAX, or similar
  • Familiarity with LLM tooling and ecosystems (e.g. Hugging Face, OpenAI APIs, LangChain, Dify)
  • Experience working with large-scale datasets and distributed or GPU-based computing environments
  • Knowledge of research methods, including statistical analysis and experimental design
  • Strong  written and verbal communication skills, with the ability to present technical findings to both research and engineering audiences
  • Publication record or experience contributing to academic or industry research projects (preferred)
  • Interest in model alignment, personalization, fairness, and responsible AI practices
  • Ability to work independently and as part of a team

 

Location: On-site at the Irvine Support Center in Irvine, CA.

 

 

PDS Health is an equal opportunity employer and does not discriminate against any employee or applicant for employment based on race, color, religion, national origin, age, gender, sex, ancestry, citizenship status, mental or physical disability, genetic information, sexual orientation, veteran status, or military status.


Compensation Information


$17.30-$25.00 / Hourly

PDS Health is an Equal Opportunity Employer. We celebrate diversity and are united in our mission to create healthier and happier team members.

Key Skills
Machine LearningNatural Language ProcessingDeep LearningPythonPyTorchTensorFlowJAXLLM ToolingStatistical AnalysisExperimental DesignCommunication SkillsModel AlignmentFairnessResponsible AIDataset CurationSynthetic Data Generation
Categories
TechnologyData & AnalyticsSoftwareEngineeringScience & Research