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所在平台: Udemy |
课程主页: https://www.udemy.com/course/image-analysis-using-ia-and-deep-learning-in-arcgis-pro/
课程评论：没有评论
课程名称：ArcGIS Pro中的人工智能与深度学习图像分析 课程概述： 欢迎参加“ArcGIS Pro中的人工智能与深度学习图像分析”课程！在本课程中，您将深入探索人工智能（AI）和深度学习在地理信息系统（GIS）中的应用。我们将探讨AI如何改变地理空间分析，并为我们提供解决各种行业复杂问题的强大工具，从车辆检测、人员计数到植被分析和城市规划。 本课程分为两个部分： 1. 理论部分：我们将打下基础，了解AI、机器学习和深度学习的基本概念。此外，我们将探讨这些技术如何与GIS系统结合，并探索深度学习在该领域的一些重要应用。我们还将审视开发您自己的模型所需的工作流程，并回顾ESRI提供的预训练模型，以使您清晰理解其在空间分析中的用途。 2. 实践部分：我们将把理论变为实践，进行一系列动手练习。课程开始时，我们将介绍五个预训练模型的实例，让您熟悉这些工具在车辆检测、人员计数、建筑物轮廓数字化和植物病害识别等任务中的强大能力。最后，课程将 culminate于一个激动人心的项目，您将使用ArcGIS Pro的高级工具创建自己的深度学习模型，以识别高分辨率正射影像中的frailejón植物。 本课程旨在为初学者和有经验的学习者提供最优的学习体验。您不仅将学习技术概念，还将获得可以应用于地理空间分析项目的实践技能。感谢您加入这次冒险！我相信在课程结束时，您将更有能力应对AI和深度学习带来的空间分析挑战。让我们开始吧！
Welcome to the course Image Analysis Using IA and Deep Learning in ArcGIS Pro!In this course, you will dive into the exciting world of artificial intelligence (AI) and deep learning, applied to geographic information systems (GIS). Throughout this journey, we will explore how AI is transforming geospatial analysis, providing us with powerful tools to solve complex problems across various industries, from car detection and crowd counting to vegetation analysis and urban planning.The course is divided into two parts:Theoretical Part: We will lay the foundation to understand the fundamental concepts of AI, Machine Learning, and Deep Learning. Additionally, we will see how these integrate with GIS systems and explore some of the most impactful applications of Deep Learning in this field. We will also examine the workflow needed to develop your own models and review the pre-trained models offered by ESRI, giving you a clear idea of their utility in spatial analysis.Practical Part: We will move from theory to action with a series of hands-on exercises. We will begin with five examples of pre-trained models that will allow you to familiarize yourself with the power of these tools for tasks like car detection, crowd counting, construction footprint digitization, and plant disease identification. Finally, we will wrap up with an exciting project where you will create your own Deep Learning model to identify frailejón plants in a high-resolution orthophoto, using the advanced tools of ArcGIS Pro.This course is designed for both beginners and those with prior experience to make the most of it. You will not only learn technical concepts but also gain practical skills that you can apply to your geospatial analysis projects.Thank you for joining this adventure! I am confident that by the end, you will feel more empowered to tackle the challenges of spatial analysis with AI and Deep Learning. Let's get started!
