Course Outline
Introduction to AI in Healthcare
- Overview of AI applications in healthcare
- Setting up Google Colab for healthcare AI projects
- Understanding key healthcare datasets
AI for Predictive Modeling in Healthcare
- Exploring healthcare predictive models
- Building predictive models using machine learning
- Evaluating healthcare data models
Medical Image Analysis with AI
- Introduction to AI for medical imaging
- Implementing deep learning models for image analysis
- Using AI to detect patterns in medical images
Data Preprocessing and Feature Engineering
- Cleaning and preparing healthcare data
- Feature engineering techniques for healthcare datasets
- Dealing with missing and unstructured data
Ethical Considerations in AI for Healthcare
- Understanding the ethical impact of AI in healthcare
- Ensuring privacy and data protection
- Fairness and transparency in AI models
AI-Powered Healthcare Case Studies
- Real-world AI applications in healthcare
- Case studies on AI-driven predictive analytics
- Medical image analysis with AI in clinical settings
Advanced AI Techniques in Healthcare
- Implementing advanced AI models
- Exploring natural language processing in healthcare
- AI-driven decision support systems in healthcare
Summary and Next Steps
Requirements
- Basic knowledge of AI and machine learning concepts
- Familiarity with Python programming
- Understanding of healthcare industry fundamentals
Audience
- Data scientists working in healthcare
- Healthcare professionals interested in AI
- Researchers exploring AI-driven healthcare solutions
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from £3800 online delivery, based on a group of 2 delegates, £1200 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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Aktar Hossain - Unit4
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