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 Duration 14 hours

Course Outline

Introduction to Ollama in Healthcare

  • Comprehending local LLM deployment
  • The advantages of on-device models for healthcare
  • Core features and operational limits of Ollama

Installation and Configuration of Ollama

  • System prerequisites and initial setup
  • Model selection and installation procedures
  • Configuring the environment for medical applications

Healthcare-Specific Use Cases

  • Assisting with clinical documentation
  • Enhancing patient communication and summarization
  • Streamlining workflows in hospitals and clinics

Customization and Model Fine-Tuning

  • Prompt engineering for medical scenarios
  • Augmenting models with domain-specific data
  • Optimizing performance and inference accuracy

Integration with Healthcare Systems

  • APIs and interoperability frameworks
  • Linking to EHR and HIS ecosystems
  • Automation and scripting for routine operations

Data Privacy, Security, and Compliance

  • Benefits of local models for data protection
  • HIPAA and regional regulatory landscapes
  • Secure deployment architectures

Testing, Validation, and Quality Assurance

  • Measuring model accuracy and consistency
  • Assessing clinical safety and risk factors
  • Strategies for continuous improvement

Operational Deployment and Maintenance

  • Tracking performance and usage metrics
  • Updating models and dependencies
  • Resolving common operational issues

Summary and Future Directions

Requirements

  • A solid grasp of clinical workflows
  • Hands-on experience with data analytics or healthcare IT systems
  • Foundational knowledge of artificial intelligence concepts

Target Audience

  • Medical and healthcare practitioners
  • Healthcare IT specialists
  • Data analysts and technical administrators

Custom Corporate Training

Training solutions designed exclusively for businesses.

  • Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
  • Flexible Schedule: Dates and times adapted to your team's agenda.
  • Format: Online (live), In-company (at your offices), or Hybrid.
Investment

Price per private group, online live training, starting from 2600 € + VAT*

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