|
所在平台: Udemy |
课程主页: https://www.udemy.com/course/machine-learning-in-arcgis-map-land-use-land-cover-in-gis/
课程评论:没有评论
课程名称:ArcGIS中的机器学习:地图土地利用/土地覆盖 课程概述: 本课程旨在利用ArcGIS的先进地理空间分析技术,教授学员如何进行土地利用/土地覆盖(LULC)映射,结合机器学习和遥感数据。通过实际应用,您将掌握复杂的地理空间任务,包括基于对象的图像分析和LULC映射。 课程亮点: - 实践知识:深入掌握高级LULC映射技术; - ArcGIS应用:精通使用ArcGIS进行地理空间数据分析; - 遥感图像分析:初步了解基于卫星的图像分析; - 机器学习:应用机器学习算法进行精准映射; - 对象分析:熟练掌握对象基图像分析和分割技术; - 变更地图:创建变更地图并进行准确性评估; - 可下载材料:包含数据集和操作说明。 课程重点: 本课程适合已具备ArcGIS基础的用户,帮助您将地理空间分析技能提升至新水平。您将获得应用机器学习算法进行LULC映射和对象基图像分析的信心,使用真实数据在ArcGIS中进行操作。 为什么选择本课程: 与其他培训资源不同,本课程提供清晰易懂的实用解决方案,提升您的GIS和遥感技能,使您能够独立处理地理空间项目,并用先进的GIS能力给未来雇主留下深刻印象。 您将学到的内容: - 在ArcGIS进行地理空间分析的高级技能; - 机器学习概念及其在GIS中的应用; - 使用多种机器学习算法对卫星和无人机图像进行分类; - 数据的训练与验证,以及准确性评估; - 对象基图像分析与图像分割技术; - 创建变更地图,以可视化土地利用和覆盖变化。 立即报名: 本课程非常适合需要绘制LULC地图和进行变化检测的地理学家、程序员、社会科学家、地质学家以及GIS和遥感专家。无论您是开展新的地理空间项目,还是希望提升技能,本课程将为您提供在ArcGIS中进行地理空间分析所需的知识与信心。 课程包含: 访问课程中使用的所有数据和资源,包括数据集和Java代码文件。今天就报名,挖掘ArcGIS地理空间分析的全部潜力!
Land Use / Land Cover Mapping with Machine Learning and Remote Sensing Data in ArcGISUnlock the potential of advanced geospatial analysis with ArcGIS! This comprehensive course is designed to equip you with the knowledge and skills needed to perform sophisticated geospatial tasks, including object-based image analysis and Machine Learning for Land Use and Land Cover (LULC) mapping using ArcGIS.Course Highlights:Practical knowledge of advanced LULC mappingProficiency in ArcGIS for geospatial data analysisIntroduction to satellite-based image analysis for Remote SensingApplication of Machine Learning algorithms for precise mappingObject-based image analysis and segmentation techniquesCreation of change maps and accuracy assessmentsDownloadable materials, including datasets and instructionsCourse Focus:This course is perfect for users who are familiar with ArcGIS but want to take their geospatial analysis skills to the next level. You'll gain the confidence to apply Machine Learning algorithms to LULC mapping and object-based image analysis using real-world data in ArcGIS.Why Choose This Course:Unlike other training resources, this course delivers practical solutions that enhance your GIS and Remote Sensing skills in a clear and easy-to-follow manner. You'll be able to tackle geospatial projects independently and impress your future employers with your advanced GIS capabilities.What You'll Learn:Advanced skills in ArcGIS for geospatial analysisUnderstanding of Machine Learning concepts and its application in GISClassification of satellite and UAV images using various Machine Learning algorithmsTraining, validation data collection, and accuracy assessmentObject-based image analysis and image segmentation techniquesCreation of change maps to visualize land use and land cover transformationsEnroll Today:This course is ideal for geographers, programmers, social scientists, geologists, GIS, and Remote Sensing experts who need to create LULC maps and conduct change detection in their field. Whether you're embarking on a new geospatial project or looking to advance your skills, this course will provide you with the knowledge and confidence to excel in geospatial analysis using ArcGIS.INCLUDED IN THE COURSE: Access all the data and resources used throughout the course, including datasets and Java code files. Enroll today and harness the full potential of geospatial analysis in ArcGIS!