requirements.md

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Requirements

For this advanced workshop focused on ML and DL applications in the Amazonia, the following prerequisites are needed:

1. Computer with Google Chrome installed;
2. Google Earth Engine account;
3. Advanced GIS and Remote Sensing skills;
4. Familiarity with Python and Javascript programming languages;
5. Previous experience in TensorFlow, Jupyter Notebooks, Google Colab and Google Cloud Storage;
6. English Professional Advanced level;
7. Have a defined problem set, application area, environmental issues, and bring available labeled data for the ML, DL and AI model development, and application build-a-thon;

Additionally, completing following course is required for this workshop:

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The course contains the following:

1. Google Machine Learning Crash Course;
2. Colab Basics;
3. Basics of Neural Networks;
4. Google Cloud Platform and Workflow;
5. Intro TensorFlow Colabs;
   1. Basic Classification: Classify images of clothing;
   2. Multi-class prediction with a DNN-Pixel based;
   3. Regression with an FCNN-Unet;
   4. Deploying to AI Platform;

Preliminary Survey

It's also mandatory to complete the following form below.

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