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Learn to develop and apply both statistical and machine learning approaches for predicting climate extremes in this comprehensive lecture that explores the methodologies, techniques, and practical applications used to forecast severe weather events and climate anomalies, covering the theoretical foundations of predictive modeling, comparison of traditional statistical methods versus modern machine learning algorithms, model validation techniques, and real-world case studies demonstrating how these predictive tools are essential for climate risk assessment and disaster preparedness.
Syllabus
W8L36_Predictive Models for Climate Extremes: Statistical, and Machine Learning
Taught by
NPTEL-NOC IITM