Week - 1 |
Introduction to Artificial Intelligence and Machine Learning |
Week - 2 |
Machine Learning in Geographic Information Systems and Remote Sensing |
Week - 3 |
Learning Approaches in Machine Learning |
Week - 4 |
Classification, Regression, Prediction |
Week - 5 |
Clustering, Dimensionality Reduction, Feature Extraction |
Week - 6 |
Decision Trees and Random Forests |
Week - 7 |
Support Vector Machines |
Week - 8 |
Artificial Neural Networks and Deep Learning |
Week - 9 |
Applications of Machine Learning in Geographic Information Systems - Part I |
Week - 10 |
Applications of Machine Learning in Geographic Information Systems - Part II |
Week - 11 |
Applications of Machine Learning in Remote Sensing - Part I |
Week - 12 |
Applications of Machine Learning in Remote Sensing - Part II |
Week - 13 |
Application of Machine Learning Techniques to Problems in Geographic Information Systems and Remote Sensing |
Week - 14 |
Project Presentations |