Master Study AI

AI in Healthcare

artificial-intelligence-ai.

πŸŽ“ Course Modules:

🧠 Module 1: Introduction to AI in Healthcare

Overview of healthcare challenges and opportunities

AI’s role in medical systems and hospital workflows

Regulatory frameworks (HIPAA, GDPR, FDA)

πŸ₯ Module 2: Electronic Health Records (EHR) & Data Handling

EHR structure and clinical data types

Data cleaning and preprocessing techniques

Patient privacy and anonymization

πŸ§ͺ Module 3: Predictive Analytics in Medicine

Disease prediction using machine learning

Risk scoring and early diagnosis

Case study: Diabetes and heart disease forecasting

🧬 Module 4: Medical Imaging & Computer Vision

Image classification and segmentation in radiology

Detecting tumors, fractures, and anomalies

Tools: OpenCV, PyTorch, TensorFlow in medical imaging

πŸ” Module 5: Natural Language Processing in Healthcare

Analyzing clinical notes and prescriptions

Named Entity Recognition for symptoms, drugs, and conditions

NLP tools: spaCy, BERT for healthcare

πŸ€– Module 6: AI-Powered Robotics & Assistive Tech

Surgical robots and AI-assisted procedures

Wearable AI for patient monitoring

Rehabilitation and elderly care innovations

🧰 Module 7: Tools and Platforms for Healthcare AI

Google Health, IBM Watson, and open datasets

Building models with Scikit-learn and TensorFlow

Integrating AI into hospital systems

βš–οΈ Module 8: Ethics, Bias, and Fairness in Medical AI

Avoiding bias in clinical algorithms

Informed consent and explainable AI

Equity in AI access and treatment delivery

πŸ§ͺ Module 9: AI in Drug Discovery & Genomics

Machine learning for molecule prediction

AI in vaccine and treatment development

Genomic data analysis and precision medicine

βœ… Module 10: Final Capstone Project

Choose from projects like:

AI diagnosis system for X-rays

Predictive model for patient readmission

NLP-based medical chatbot

Final review and healthcare impact report

 

🧠Master Study NLP Fundamentals: The Foundation of Language Understanding in AI

πŸ“šShop our library of over one million titles and learn anytime

πŸ‘©β€πŸ« Learn with our expert tutors