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Duration 14 hours
Course Outline
Introduction to Ollama in Medical Settings
- Concepts of local LLM deployment
- The advantages of on-device models for the healthcare industry
- Primary capabilities and constraints of the Ollama platform
Installation and Configuration of Ollama
- Hardware prerequisites and initial setup
- Choosing models and the installation process
- Tailoring the environment for medical applications
Medical-Specific Use Cases
- Assistance with clinical documentation
- Streamlining patient communication and summary generation
- Automating workflows in hospitals and outpatient clinics
Model Customization and Fine-Tuning
- Prompt engineering techniques for medical scenarios
- Enhancing models with specialized domain data
- Optimizing performance and inference accuracy
Integration with Healthcare Systems
- API connectivity and interoperability standards
- Linking with EHR and HIS platforms
- Scripting and automation for routine tasks
Data Privacy, Security, and Compliance
- Benefits of local models for data safeguarding
- HIPAA and other regional regulatory requirements
- Secure deployment strategies
Testing, Validation, and Quality Assurance
- Evaluating model precision and dependability
- Assessing clinical safety and potential risks
- Strategies for ongoing enhancement
Operational Rollout and Maintenance
- Tracking performance metrics and usage patterns
- Updating models and system dependencies
- Resolving common technical issues
Conclusion and Future Directions
Requirements
- Knowledge of clinical operational processes
- Background in data analytics or healthcare information technology systems
- Basic understanding of artificial intelligence principles
Intended Participants
- Clinical practitioners
- Medical IT specialists
- Analysts and technical system 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.
Price per private group, online live training, starting from 3200 € + VAT*
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