|
Week - 1 |
Introduction to data analytics in air traffic management |
|
Week - 2 |
Aviation data types |
|
Week - 3 |
Data preprocessing and analytics fundamentals |
|
Week - 4 |
Introduction to machine learning and learning types |
|
Week - 5 |
Regression and flight delay prediction |
|
Week - 6 |
Classification and conflict detection |
|
Week - 7 |
Clustering and traffic flow analysis |
|
Week - 8 |
Model evaluation and validation |
|
Week - 9 |
Overfitting and model improvement |
|
Week - 10 |
Data processing and data representation |
|
Week - 11 |
Applications with Python and scikit-learn |
|
Week - 12 |
Route optimization and prediction models |
|
Week - 13 |
Decision support systems in ATM |
|
Week - 14 |
EN: General review and project presentations |