Introduction to ML, Deep Learning and Google Colab

Table of contents

Session Agenda

Date: 08/08/2023
Instructor(s): Lilly Thomas & Ryan Avery

Time	Topics	Presenter
07:30 - 08:00	Checklist of trainees	Moderator: Marvin Quispe (ACCA)
08:00 - 08:30	Opening remarks	Moderator: Milagros Becerra (ACCA) Speaker: Vanesa Martin (NASA) Carlos Gasco (CIAT/SAMZ) Sidney Novoa (ACCA) Patrick Venail (UTEC)
08:30 - 09:00	Opening photo	Moderator: Claudia Hurtado (ACCA)
09:00 - 09:30	Overview of the TF Training Goals: Capacity Building	Moderator: Vanesa Martin (NASA) Milagros Becerra (ACCA)
09:30 - 10:30	What is your Application Area? Overview Hub presentations SERVIR Amazonia services and ML	Lead: Milagros Becerra (ACCA) Moderator: Vanesa Martin (NASA) Marvin Quispe (ACCA) Osmar Yupanqui (ACCA)
10:30 - 11:00	Coffee Break	-
11:00 - 12:00	Introduction to Machine Learning, Deep Learning and Artificial Intelligence	Moderator: Osmar Yupanqui (ACCA) Presenter: Lilly Thomas(Development Seed) Ryan Avery (Development Seed)
12:00 - 13:00	Introduction to Google Colab, Tensorflow 2.0 and Keras Library	Moderator: Osmar Yupanqui (ACCA) Presenter: Lilly Thomas(Development Seed)
13:00 - 14:15	Lunch	-
14:15 - 15:00	Overview of the building blocks (tensors) of TensorFlow (Tensors), main methods, functions and datasets	Moderator: Osmar Yupanqui (ACCA) Presenter: Lilly Thomas(Development Seed)
15:00 - 15:40	Break	-
15:40 - 17:00	Integrating TensorFlow with Google Earth Engine and Google Cloud Platform	Moderator: Osmar Yupanqui (ACCA) Presenter: Lilly Thomas(Development Seed) Ryan Avery (Development Seed)
17:00 - 17:20	Day 1 wrap up	Moderator: Vanesa Martin (NASA)

Content

Introduction to Machine Learning, Deep Learning and Artificial Intelligence:

• https://developmentseed.org/tensorflow-eo-training-2/docs/Lesson1a_Intro_ML_NN_DL.html

Introduction to Google Colab, Tensorflow 2.0 and Keras Library:

• Colab: https://developmentseed.org/tensorflow-eo-training-2/docs/Lesson2a_Intro_to_Google_Colab.html
• Tensorflow 2.0 and Keras part 1: https://developmentseed.org/tensorflow-eo-training-2/docs/Lesson2b_Intro_TensorFlow_Keras.html
• Tensorflow 2.0 and Keras part 2: https://developmentseed.org/tensorflow-eo-training-2/docs/Lesson2c_Intro_TF2_Keras_TFDS_RadiantEarth.html

Overview of the building blocks (tensors) of TensorFlow (Tensors), main methods, functions and datasets:

• https://developmentseed.org/tensorflow-eo-training-2/docs/Lesson3_Intro_tensors_functions_datasets.html

Integrating TensorFlow with Google Earth Engine and Google Cloud Platform:

• GEE: https://developmentseed.org/tensorflow-eo-training-2/docs/Lesson4a_GEE_PythonAPI_TensorFlow_Regression.html
• GCP: https://developmentseed.org/tensorflow-eo-training-2/docs/Lesson4b_Integrations_with_Google_Cloud_Platform.html