Lecture 1 - Climate Science Basics - Weather vs. Climate
Lecture 2 - Introduction to Climate Change
Lecture 3 - Introduction to Climate Extremes: Definitions, Types, and Global Impact
Lecture 4 - Week 1 Summary and Assignment
Lecture 5 - Week 1 Assignment Solution
Lecture 6 - Heatwaves and Cold Spells: Causes, Impacts, and Trends
Lecture 7 - Extreme Precipitation: Floods, Droughts, and Water Cycle Impacts
Lecture 8 - Tropical Cyclones, Storms, and Associated Weather Events
Lecture 9 - Week 2 Summary and Assignment
Lecture 10 - Week 2 Assignment Solution
Lecture 11 - Climate Data Sources and Observational Tools
Lecture 12 - Data Collection and Preprocessing: Handling Gaps, Errors, and Temporal Biases
Lecture 13 - Introduction to Climate Models: Types, Resolution, and Applications
Lecture 14 - Week 3 Summary and Assignment
Lecture 15 - Week 3 Assignment Solution
Lecture 16 - Probability Distributions and Climate Data Analysis
Lecture 17 - Introduction to Extreme Value Theory (EVT) and its Applications
Lecture 18 - Analyzing Frequency and Intensity of Extreme Events
Lecture 19 - Week 4 Summary and Assignment
Lecture 20 - Week 4 Assignment Solution
Lecture 21 - Time Series Analysis: Trends, Seasonality, Stationarity and Correlations
Lecture 22 - Detection of Changes in Extreme Events: Statistical Techniques
Lecture 23 - Attribution Studies: Linking Extremes to Anthropogenic Climate Change
Lecture 24 - Week 5 Summary and Assignment
Lecture 25 - Week 5 Assignment Solution
Lecture 26 - Risk Assessment Frameworks for Extreme Events
Lecture 27 - Calculating Return Periods for Rare Events
Lecture 28 - Uncertainty Analysis in Climate Projections and Risk Assessments
Lecture 29 - Week 6 Summary and Assignment
Lecture 30 - Week 6 Assignment Solution
Lecture 31 - The 2013 Uttarakhand and 2015 South India Floods
Lecture 32 - The Millennium Drought of Australia
Lecture 33 - The 2022 Heatwave Across Northern and Central India
Lecture 34 - Week 7 Summary and Assignment
Lecture 35 - Week 7 Assignment Solution
Lecture 36 - Predictive Models for Climate Extremes: Statistical, and Machine Learning
Lecture 37 - Building and Validating Statistical and ML-Based Models for Prediction
Lecture 38 - Scenario Analysis and Projecting Future Extremes
Lecture 39 - Week 8 Summary and Assignment
Lecture 40 - Week 8 Assignment Solution
Lecture 41 - Economic Costs of Extreme Events: Damage and Recovery
Lecture 42 - Health and Social Impacts of Climate Extremes
Lecture 43 - Vulnerability and Adaptation in Developing Regions
Lecture 44 - Week 9 Summary and Assignment
Lecture 45 - Week 9 Assignment Solution
Lecture 46 - International Agreements and National Policies on Climate Change
Lecture 47 - Risk Reduction Strategies and Community Resilience
Lecture 48 - Adaptation Policies for Climate Extreme Events
Lecture 49 - Week 10 Summary and Assignment
Lecture 50 - Week 10 Assignment Solution
Lecture 51 - Advances in Climate Extremes Research and Big Data Applications
Lecture 52 - Remote Sensing and AI in Detections of Climate Extremes
Lecture 53 - Role of Ecosystems in Mitigating Climate Extremes
Lecture 54 - Week 11 Summary and Assignment
Lecture 55 - Week 11 Assignment Solution
Lecture 56 - Review of Statistical and Analytical Methods
Lecture 57 - Integrated Case Study Project: Analyzing a Recent Extreme Event
Lecture 58 - Course Wrap-Up and Discussion on Future Research Directions