1. Introduction
  1.1 Background
  1.2 Motivation and Objectives
  1.3 Healthcare Personalization Challenges
2. Literature Review
  2.1 Personalized Medicine and Healthcare
  2.2 Machine Learning in Healthcare Recommendations
  2.3 Existing Healthcare Recommendation Systems
3. Data Collection and Preprocessing
  3.1 Patient Data Sources
  3.2 Data Cleaning and Integration
  3.3 Feature Selection and Representation
4. Recommendation System Design
  4.1 Machine Learning Models for Healthcare Recommendations
  4.2 Personalized Treatment Plans
  4.3 Preventive Care and Wellness Recommendations
5. System Implementation
  5.1 Data Analytics and Machine Learning Framework
  5.2 User Interface and Interaction Design
  5.3 Integration with Healthcare Systems