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AI+ Doctor™ Self Paced Learning
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Introducción
Course Introduction
Audio Book: Introduction - AI+ Doctor
Module 1: What is AI for Doctors
Module 1: What is AI for Doctors
Podcast: What is AI for Doctors
Audio Book: What is AI for Doctors
1.1 From Decision Support to Diagnostic Intelligence
1.2 What Makes AI in Medicine Unique?
1.3 Types of Machine Learning in Medicine
1.4 Common Algorithms and What They Do in Healthcare
1.5 Real-World Use Cases Across Medical Specialties
1.6 Debunking Myths About AI in Healthcare
1.7 Real Tools in Use by Clinicians Today
ACTIVITY: Multiple Choice
Quiz
Hands - On
Module 2: AI in Diagnostics & Imaging
Module 2: AI in Diagnostics & Imaging
Podcast: AI in Diagnostics & Imaging
Audio Book: AI in Diagnostics & Imaging
2.1 Introduction to Neural Networks: Unlocking the Power of AI
2.2 Convolutional Neural Networks (CNNs) for Visual Data: Seeing with AI's Eyes
2.3 Image Modalities in Medical AI: AI's Multi-Modal Vision
2.4 Model Training Workflow: From Data Labeling to Deployment – The AI Lifecycle in Medicine
2.5 Human-AI Collaboration in Diagnosis: The Power of Augmented Intelligence
2.6 FDA-Approved AI Tools in Diagnostic Imaging: Trust and Validation
ACTIVITY: Accordion
Quiz
Hands - On
Module 3: Introduction to Fundamental Data Analysis
Module 3: Introduction to Fundamental Data Analysis
Podcast: Introduction to Fundamental Data Analysis
Audio Book: Introduction to Fundamental Data Analysis
3.1 Understanding Clinical Data Types—EHRs, Vitals, Lab Results
3.2 Structured vs. Unstructured Data in Medicine
3.3 Role of Dashboards and Visualization in Clinical Decisions
3.4 Pattern Recognition and Signal Detection in Patient Data
3.5 Identifying At-Risk Patients via Trends and AI Scores
ACTIVITY: Multiple Select
Quiz
Hands - On
Module 4: Predictive Analytics & Clinical Decision Support – Empowering Proactive Patient Care
Module 4: Predictive Analytics & Clinical Decision Support – Empowering Proactive Patient Care
Podcast: Predictive Analytics & Clinical Decision Support – Empowering Proactive Patient Care
Audio Book: Predictive Analytics & Clinical Decision Support – Empowering Proactive Patient Care
4.1 Predictive Models for Risk Stratification – Sepsis and Hospital Readmissions
4.2 Logistic Regression, Decision Trees, Ensemble Models
4.3 Real-Time Alerts – Early Warning Systems (MEWS, NEWS)
4.4 Sensitivity vs. Specificity – Metric Choice by Clinical Need
4.5 ICU and ER Use Cases for AI-Triggered Interventions
ACTIVITY: Problem Statement
Quiz
Hands - On
Module 5: NLP and Generative AI in Clinical Use
Module 5: NLP and Generative AI in Clinical Use
Podcast: NLP and Generative AI in Clinical Use
Audio Book: NLP and Generative AI in Clinical Use
5.1 Foundations of NLP in Healthcare
5.2 Large Language Models (LLMs) in Medicine
5.3 Prompt Engineering in Clinical Contexts
5.4 Generative AI Use Cases – Summarization, Counselling Scripts, Translation
5.5 Ambient Intelligence: Next-Gen Clinical Documentation
5.6 Limitations & Risks of NLP and Generative AI in Medicine
5.7 Case Study
ACTIVITY: Tab
Quiz
Hands - On
Module 6: Ethical and Equitable AI Use
Module 6: Ethical and Equitable AI Use
Podcast: Ethical and Equitable AI Use
Audio Book: Ethical and Equitable AI Use
6.1 Algorithmic Bias – Race, Gender, Socioeconomic Impact
6.2 Explainability and Transparency (SHAP and LIME)
6.3 Validating AI Across Populations
6.4 Regulatory Standards – HIPAA, GDPR, FDA/EMA Compliance
6.5 Drafting Ethical AI Use Policies
6.6 Case Study: Biased Pulse Oximetry Detection
ACTIVITY: True or False
Quiz
Hands - On
Module 7: Evaluating AI Tools in Practice
Module 7: Evaluating AI Tools in Practice
Podcast: Evaluating AI Tools in Practice
Audio Book: Evaluating AI Tools in Practice
7.1 Core Metrics: Understanding the Basics
7.2 Confusion Matrix & ROC Curve Interpretation
7.3 Metric Matching by Clinical Context
7.4 Interpreting AI Outputs: Enhancing Clinical Decision-Making
7.5 Critical Evaluation of Vendor Claims: Ensuring Reliability and Effectiveness
7.6 Red Flags in Commercial AI Tools: Recognizing and Mitigating Risks
7.7 Checklist: “10 Questions to Ask Before Buying AI Tools”
ACTIVITY: Carousel
Quiz
Hands - On
Module 8: Implementing AI in Clinical Settings
Module 8: Implementing AI in Clinical Settings
Podcast: Implementing AI in Clinical Settings
Audio Book: Implementing AI in Clinical Settings
8.1 Identifying Department-Specific AI Use Cases
8.2 Mapping AI to Workflows (Pre-diagnosis, Treatment, Follow-up)
8.3 Pilot Planning: Timeline, Data, Feedback Cycles
8.4 Team Roles – Clinical Champion, AI Specialist, IT Admin
8.5 Monitoring AI Errors – Root Cause Analysis
8.6 Change Management in Clinical Teams
8.7 Example: ER Workflow with Triage AI Integration
8.8 Scaling AI Solutions Across the Healthcare System
8.9 Evaluating AI Impact and Performance Post-Deployment
Quiz
ACTIVITY: Case Study
Resources
AI+ Doctor Blueprint
AI+ Doctor Detailed Curriculum
AI+ Doctor Tools
AI+ Doctor Resources and References
AI CERTs Exam Guidelines
AI CERTs Exam Guidelines
AI+ Doctor Examination
AI+ Doctor Examination
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Información del curso
AI+ Doctor™ Self Paced Learning
Skill Level
:
Beginner
certificate name
:
AI+ Doctor™
Badge
:
Badge_AI+-Doctor.png
Course Layout
:
Standard
