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Course Outline
Introduction to Ollama in Healthcare
- Understanding local LLM deployment
- Why healthcare benefits from on-device models
- Key features and limitations of Ollama
Installing and Configuring Ollama
- System requirements and setup
- Model selection and installation workflow
- Environment configuration for healthcare applications
Healthcare-Specific Use Cases
- Clinical documentation support
- Patient communication and summarization
- Workflow automation in hospitals and clinics
Customizing and Fine-Tuning Models
- Prompt engineering for healthcare scenarios
- Extending models with domain-specific data
- Managing performance and inference quality
Integration with Healthcare Systems
- APIs and interoperability considerations
- Connecting to EHR and HIS environments
- Automation and scripting for daily operations
Data Privacy, Security, and Compliance
- Local model advantages for data protection
- HIPAA and regional regulatory considerations
- Secure deployment patterns
Testing, Validation, and Quality Assurance
- Assessing model accuracy and reliability
- Evaluating clinical safety and risk
- Continuous improvement strategies
Operational Deployment and Maintenance
- Monitoring performance and usage
- Upgrading models and dependencies
- Troubleshooting common issues
Summary and Next Steps
Requirements
- An understanding of clinical workflows
- Experience with data analysis or healthcare IT systems
- Familiarity with basic AI concepts
Audience
- Healthcare professionals
- Medical IT staff
- Analysts and technical administrators
14 Hours
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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