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Course Outline
Introduction to AI in Healthcare
- Overview of AI and machine learning in medicine.
- Historical development of AI in healthcare.
- Key opportunities and challenges in AI adoption.
Healthcare Data and AI
- Types of healthcare data: structured and unstructured.
- Data privacy and security regulations (HIPAA, GDPR).
- Ethical considerations in AI-driven healthcare.
Machine Learning Fundamentals for Healthcare
- Supervised vs. unsupervised learning.
- Feature engineering and data preprocessing for medical datasets.
- Evaluating AI models in healthcare applications.
AI Applications in Patient Care
- AI in medical imaging and diagnostics.
- Predictive analytics for patient outcomes.
- Personalized medicine and treatment recommendations.
AI for Hospital and Clinical Operations
- Automating administrative tasks with AI.
- AI-driven decision support systems.
- Optimizing hospital resource management.
Ethics, Bias, and AI Governance in Healthcare
- Understanding bias in medical AI models.
- Regulatory and compliance considerations.
- Ensuring transparency and accountability in AI systems.
Capstone Project: AI-Driven Patient Data Analysis
- Exploring a healthcare dataset.
- Building and evaluating an AI model for medical predictions.
- Interpreting model outputs and improving accuracy.
Summary and Next Steps
Requirements
- Foundational knowledge of machine learning concepts.
- Practical experience with Python programming.
- Prior familiarity with healthcare data or clinical workflows is advantageous.
Target Audience
- Healthcare professionals interested in the application of AI.
- Data scientists and AI engineers operating within the healthcare industry.
- Technology leaders and decision-makers in the medical sector.
21 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 3900 € + VAT*
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