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Working in a hands-on learning environment, led by our Monitoring Changes in Surface Water Using Satellite Image Data expert instructor, students will learn about and explore:
Accessing cloud data servers to download satellite imagery.Manually creating your own ground truth data from imagery.Using the VGG-JSON image annotation format.Using Graphical Processing Unit (GPU) computation on Google Colab.Merging imagery and performing operations on raster datasets.Using Keras and TensorFlow for deep learning.Evaluating model performance by comparing estimated and observed results.Data augmentation for boosting model training.Optimizing model performance using experimentation.Understanding model performance metrics (such as Dice and Jaccard scores).
Unlimited Duration
July 29, 2021
20
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