Machine Learning Applications for Agriculture Sector: Yield Improvement Approach explores the transformative role of AI and machine learning in modern agriculture. It highlights advanced techniques for crop monitoring, yield prediction, and efficient resource management. Designed for students, researchers, government officials, industry professionals, and farmers, the book provides practical insights into technology-driven farming solutions and contributes significantly to sustainable agricultural development and productivity enhancement.