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:

TensorFlow Working Group

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.

Required Form