Image Analysis Using Ia And Deep Learning In Arcgis Pro

Image Analysis Using Ia And Deep Learning In Arcgis Pro
Published 1/2025
MP4 | Video: h264, 1920×1080 | Audio: AAC, 44.1 KHz

What you’ll learn

Basic Concepts of AI and Deep Learning.

Application of AI and Deep Learning in ArcGIS Pro.

Workflow for creating models with Deep Learning and ArcGIS Pro.

ESRI Pretrained Models.

Creating your own model from high-resolution images.

Using Deep Learning tools in ArcGIS Pro.

Requirements

Have ArcGIS Pro installed.

Basic knowledge of Geographic Information Systems.

Description

Overview

Section 1: Course Introduction

Lecture 1 Welcome to the course

Section 2: Introduction

Lecture 2 Introduction to AI and Deep Learning

Lecture 3 Geographic Information Systems and Deep Learning

Lecture 4 Applications of Deep Learning in Geographic Information Systems

Lecture 5 Workflow for Training a Deep Learning Model in ArcGIS Pro

Lecture 6 Introduction to ESRI’s Pre-Trained Models in ArcGIS Pro

Lecture 7 Hardware Requirements

Lecture 8 Install Deep Learning Libraries

Lecture 9 Image Analysis Tools

Section 3: Working with ESRI Pre-trained Models in ArcGIS Pro

Lecture 10 ESRI Pre-trained Models in ArcGIS Living Atlas

Lecture 11 Download the Material for the Practical Exercises

Lecture 12 Exercise 1 – Car Detection

Lecture 13 Exercise 2 – Crowd Counting

Lecture 14 Exercise 3 – Building Footprint (Digitization)

Lecture 15 Exercise 4 – Plant Disease Detection.

Lecture 16 Exercise 5 – Tree Detection

Section 4: Create a Model for Frailejón Detection Using Deep Learning Tools

Lecture 17 Introduction to Frailejones

Lecture 18 Prepare Training Data

Lecture 19 Train Model

Lecture 22 Final Message