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AI Technologies in Healthcare
Course
AI Technologies in Healthcare
Learn how to apply AI technologies to solve real-world healthcare challenges. Explore how natural language processing, generative AI, and computer vision can transform clinical workflows and improve patient outcomes.
Flexible Schedule
Intermediate Level
Mentor Support
Estimated Time
2 hours/week
Course Outline
Video: Specialization Overview (4:30)
Video: Course Introduction (3:27)
Reading: Course Overview
Reading: Learning Objectives and Syllabus
Reading: How to Make the Most of this Course
Reading: Grading Scheme
Reading: Module Introduction and Objectives
Video: Foundations of NLP in Healthcare (5:10)
Video: Transformer Architectures in Healthcare NLP (7:06)
Reading: Natural Language Processing in Clinical Practice
Lab: Text Preprocessing for Clinical Notes
Activity: Applying NLP to Solve Healthcare Challenges
Video: Advanced Information Extraction from Clinical Narratives (5:37)
Video: Medical Coding and Classification with NLP (5:24)
Video: NLP-Powered Clinical Decision Support Systems (5:30)
Lab: Automated Clinical Documentation System
Reading: Automated Medical Coding: Methods and Clinical Implementation
Lab: Clinical Information Extraction Pipeline
Practice Quiz: Natural Language Processing for Clinical Data
Module Summary: Natural Language Processing for Clinical Data
Graded Quiz: Natural Language Processing for Clinical Data
Reading: Module Introduction and Objectives
Video: Introduction to LLMs and Prompt Engineering for Medical AI Systems (5:13)
Video: Fine-Tuning LLMs for Healthcare Applications (5:19)
Reading: Large Language Models in Medicine: Opportunities and Challenges
Video: AI-Generated Radiology and Pathology Reports (5:16)
Video: Clinical Decision Support with Generative AI (5:11)
Reading: Evaluation and Validation of AI-Generated Medical Content
Lab: Medical Report Generation System
Video: Healthcare Chatbots and Virtual Assistants (5:21)
Lab: Patient Education Chatbot
Practice Quiz: Generative AI for Medical Content and Decision Support
Module Summary: Generative AI for Medical Content and Decision Support
Graded Quiz: Generative AI for Medical Content and Decision Support
Reading: Module Introduction and Objectives
Video: Deep Learning Architectures for Medical Imaging (5:04)
Video: Multi-Modal Medical Image Analysis (5:23)
Reading: Deep Learning in Medical Imaging: Current State and Future Directions
Activity: The Imaging Innovation Challenge
Video: Advanced Segmentation Techniques in Medical Imaging (5:04)
Video: Real-Time Medical Image Analysis and Monitoring (6:30)
Reading: Performance Metrics and Validation in Medical Image Segmentation
Video: Multimodal AI: Combining Imaging, Text, and Clinical Data (5:31)
Practice Quiz: Computer Vision and Multimodal AI in Medical Imaging
Module Summary: Computer Vision and Multimodal AI in Medical Imaging
Graded Quiz: Computer Vision and Multimodal AI in Medical Imaging
Reading: Module Introduction and Objectives
Reading: Final Project Overview
Final Project: Generative AI-based Medical Chatbot Application
Discussion Prompt: Comparing Your Work
Video: Course Summary (4:26)
Reading: Course Glossary
Final Exam
Reading: Congratulations and Next Steps
Reading: Team and Acknowledgments
Why Learn with SkillUp Online?
We believe every learner is an individual and every course is an opportunity to build job-ready skills. Through our human-centered approach to learning, we will empower you to fulfil your professional and personal goals and enjoy career success.
Reskilling into tech? We’ll support you.
Upskilling for promotion? We’ll help you.
Cross-skilling for your career? We’ll guide you.
Personalized Mentoring & Support
1-on-1 mentoring, live classes, webinars, weekly feedback, peer discussion, and much more.
Practical Experience
Hands-on labs and projects tackling real-world challenges. Great for your resumé and LinkedIn profile.
Best-in-Class Course Content
Designed by the industry for the industry so you can build job-ready skills.
Job-Ready Skills Focus
Competency building and global certifications employers are actively looking for.
Type of certificate
Certificate of Completion
About this course
04 Modules
04 Skills
Includes
Discussion Space
05 Hands-On Labs
03 Graded Quizzes
03 Practice Quizzes
01 Final Project
01 Final Exam
Create
Generative AI-based Medical Chatbot Application
Exercises to explore
Jupyter notebook
Python
Google Colab
This course has been created by
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