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AI+ Healthcare™

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Introduction

Course Introduction

Audio Book: Introduction AI+ Healthcare

Module 1: Introduction to Artificial Intelligence (AI) in Healthcare

Module 1: Introduction to Artificial Intelligence (AI) in Healthcare

Audio Book: Introduction to Artificial Intelligence (AI) in Healthcare

Podcast: Introduction to Artificial Intelligence (AI) in Healthcare

1.1 The Evolution and Impact of AI in Healthcare

1.2 Overview of AI Applications in Various Industries

Activity: Sequence

1.3 Understanding Healthcare Data Types

1.4 Role of AI in Healthcare

1.5 Overview of Healthcare Industry Stakeholders

Activity: Carousel

1.6 Privacy and Security in Healthcare AI

1.7 Ethical Considerations: Bias, Fairness, and Transparency

1.8 Regulatory Landscape for AI in Healthcare

Activity: True/False

Graded Assessment- 5 Questions

Quiz

Hands - On 1

Hands - On 2

Hands - On 3

Module 2: Data Handling and AI Modeling

Module 2: Data Handling and AI Modeling

Audio Book: Data Handling and AI Modeling

Podcast: Data Handling and AI Modeling

2.1 Data Collection Techniques in Healthcare

2.2 Data Storage and Management Solutions

2.3 Ensuring Data Quality and Integrity

2.4 Handling Missing Data and Anomalies

2.5 Data Normalization and Standardization

2.6 Feature Engineering and Selection

2.7 Designing AI Models for Healthcare

2.8 Training and Tuning Models

2.9 Model Evaluation Metrics and Validation Techniques

Activity: Accordian

Activity: Multiple response

Activity: Case study

Graded Assessment- 5 Questions

Quiz

Hands - On

Module 3: AI in Medical Imaging

Module 3: AI in Medical Imaging

Audio Book: AI in Medical Imaging

Podcast: AI in Medical Imaging

3.1 Types of Medical Imaging

3.2 Challenges in Medical Imaging Data Handling

3.3 Image Data Augmentation Techniques

3.4 Deep Learning Models for Image Analysis (CNNs, GANs)

3.5 Case Studies: Enhancing Image Quality and Diagnosis Accuracy

3.6 Innovations in Image Segmentation and Object Recognition

3.7 Integration of AI Tools into Clinical Workflows

3.8 Future of AI in Radiology and Pathology

3.9 Emerging Technologies and Their Potential Impact

Activity: Tab

Activity: True/False

Activity: Flipcard

Graded Assessment- 5 Questions

Quiz

Module 4: AI in Diagnostics and Predictive Analytics

Module 4: AI in Diagnostics and Predictive Analytics

Audio Book: AI in Diagnostics and Predictive Analytics

Podcast: AI in Diagnostics and Predictive Analytics

4.1 AI in Disease Identification and Diagnosis

4.2 Real-Time Analysis and Decision Support Systems

4.3 Case Studies: AI in Oncology and Cardiology

4.4 Using AI to Predict Disease Outbreaks

4.5 Risk Assessment Models for Chronic Diseases

4.6 Enhancing Preventive Care through Predictive Insights

4.7 Addressing Data Heterogeneity and Complexity

4.8 Overcoming AI Implementation Barriers in Healthcare

Activity: Case study

Activity: Drag and drop

Activity: Pop-up

Graded Assessment- 5 Questions

Quiz

Hands - On

Module 5: AI in Treatment Planning and Personalized Medicine

Module 5: AI in Treatment Planning and Personalized Medicine

Audio Book: AI in Treatment Planning and Personalized Medicine

Podcast: AI in Treatment Planning and Personalized Medicine

5.1 Role of AI in Developing Personalized Treatment Plans

5.2 AI in Drug Discovery and Development

5.3 Genetic Data Analysis and Treatment Optimization

5.4 Applications of Reinforcement Learning in Treatment Optimization

5.5 Simulation and Treatment Outcome Prediction

5.6 Integration with Robotic Surgery and Other Technologies

5.7 Ethical Considerations in Personalized Medicine

5.8 Success Stories: Customized Patient Care Approaches

5.9 Future Directions in AI-driven Personalized Medicine

Activity: Flipcard

Activity: Drop down

Activity: Tab

Graded Assessment- 5 Questions

Quiz

Hands - On

Module 6 AI in Patient Monitoring & Care Management

Module 6: AI in Patient Monitoring & Care Management

Audio Book: AI in Patient Monitoring & Care Management

Podcast: AI in Patient Monitoring & Care Management

6.1 Smart Devices for Health Monitoring

6.2 IoT in Patient Care: Real-time Data Collection and Analysis

6.3 Benefits and Challenges of Wearable Health Technology

6.4 Technologies Enabling Remote Monitoring

6.5 AI in Remote Chronic Condition Management & Patient Engagement

6.6 Transforming Outpatient Services with AI

6.7 Reducing Hospital Readmissions

6.8 Case Studies: Impact of Remote Monitoring on Patient Outcomes

Activity: Accordian

Activity: Case study

Activity: Sequence

Graded Assessment- 5 Questions

Quiz

Hands - On

Module 7: AI in Health Insurance and Healthcare Management

Module 7: AI in Health Insurance and Healthcare Management

Audio Book: AI in Health Insurance and Healthcare Management

Podcasts: AI in Health Insurance and Healthcare Management

7.1 Fraud Detection and Risk Assessment

7.2 Customized Insurance Packages and Pricing

7.3 Impact of AI on Claims Processing and Management

7.4 AI in Hospital Management: Resource Allocation

7.5 Optimizing Patient Flow and Service Delivery

7.6 Automation of Administrative Tasks

7.7 Predictive Analytics in Resource Management

7.8 AI in Emergency Response and Epidemic Outbreaks

7.9 Strategic Planning with AI Insights

Activity: Drag and drop

Activity: Tab

Graded Assessment- 5 Questions

Quiz

Hands - On

Module 8: Advanced Topics and Future Directions in AI+ Healthcare

Module 8: Advanced Topics and Future Directions in AI+ Healthcare

Audio Book: Advanced Topics and Future Directions in AI+ Healthcare

Podcast: Advanced Topics and Future Directions in AI+ Healthcare

8.1 Emerging AI Technologies: Quantum Computing, Blockchain

8.2 Advanced Data Analytics and Their Applications

8.3 Global Health Initiatives and AI

8.4 Integrating Bioinformatics with AI

8.5 Collaborations Between AI Researchers and Healthcare Professionals

8.6 Bridging Technology and Clinical Practice

8.7 Keeping Pace with Technological Advancements

8.8 Ethical AI Deployment in Healthcare

8.9 Developing a Sustainable AI Strategy in Healthcare

Activity: Case study

Activity: True/False

Graded Assessment- 5 Questions

Quiz

Hands - On

Additional Module - AI Agents for Healthcare

1.1 What Are AI Agents for Healthcare?

1.2 Applications of AI Agents in Healthcare

1.3 Aligned Examples

1.4 Case Study

Resources

AI+ Healthcare Blueprint

AI+ Healthcare Detailed Curriculum

AI+ Healthcare Tools

AI+ Healthcare Resources and References

AI CERTs Exam Guidelines

AI CERTs Exam Guidelines

AI+ Healthcare Examination

AI+ Healthcare Examination

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