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[ FreeCourseWeb.com ] Udemy - Machine Learning in R - Image Classification for LULC mapping

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[ FreeCourseWeb.com ] Udemy - Machine Learning in R - Image Classification for LULC mapping

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收录时间:2022-01-14
最近下载:2025-09-09

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文件列表

  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/7.2 LC081970242020052101T1-SC20200925100911.tif 741.8 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_197024_20200521_20200527_01_T1_sr_band1.tif 131.8 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_197024_20200521_20200527_01_T1_sr_band2.tif 131.8 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_197024_20200521_20200527_01_T1_sr_band3.tif 131.8 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_197024_20200521_20200527_01_T1_sr_band4.tif 131.8 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_197024_20200521_20200527_01_T1_sr_band5.tif 131.8 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_197024_20200521_20200527_01_T1_sr_band6.tif 131.8 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_197024_20200521_20200527_01_T1_sr_band7.tif 131.8 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_197024_20200521_20200527_01_T1_pixel_qa.tif 131.8 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_197024_20200521_20200527_01_T1_radsat_qa.tif 131.8 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200530_20200608_01_T1_sr_band1.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200530_20200608_01_T1_sr_band2.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200530_20200608_01_T1_sr_band3.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200530_20200608_01_T1_sr_band4.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200530_20200608_01_T1_sr_band5.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200530_20200608_01_T1_sr_band6.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200530_20200608_01_T1_sr_band7.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200919_20200919_01_RT_sr_band1.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200919_20200919_01_RT_sr_band2.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200919_20200919_01_RT_sr_band3.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200919_20200919_01_RT_sr_band4.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200919_20200919_01_RT_sr_band5.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200919_20200919_01_RT_sr_band6.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200919_20200919_01_RT_sr_band7.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200530_20200608_01_T1_pixel_qa.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200919_20200919_01_RT_pixel_qa.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200530_20200608_01_T1_radsat_qa.tif 129.1 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200919_20200919_01_RT_radsat_qa.tif 129.1 MB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/4. Lab Prepare training data in R - part 2.mp4 127.4 MB
  • ~Get Your Files Here !/2. Machine Learning for image classification theory overview/3. Common algorithms of image classification.mp4 118.4 MB
  • ~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/4. Lab Accuracy Assessment (validation) of classification in R.mp4 115.7 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/5. Lab Image Layerstacks in R.mp4 100.3 MB
  • ~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/1. Image Classification in R with Random Forest in R.mp4 98.3 MB
  • ~Get Your Files Here !/2. Machine Learning for image classification theory overview/1. Introduction to Machine Learning.mp4 98.0 MB
  • ~Get Your Files Here !/1. Introduction/5. Lab Installing QGIS and install SCP.mp4 90.9 MB
  • ~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/2. Image Classification in R with Support Vector Machines (SVM) in R.mp4 78.5 MB
  • ~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/4. Stages of LULC supervised classification.mp4 76.3 MB
  • ~Get Your Files Here !/2. Machine Learning for image classification theory overview/2. Basics of machine learning for classification analysis.mp4 74.9 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/7. Visualize images in R.mp4 67.6 MB
  • ~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/3. Understanding Remote Sensing for LULC mapping.mp4 66.4 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_197024_20200521_20200527_01_T1_sr_aerosol.tif 65.9 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200530_20200608_01_T1_sr_aerosol.tif 64.6 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200919_20200919_01_RT_sr_aerosol.tif 64.6 MB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/3. Lab Prepare training data in R - part 1.mp4 63.4 MB
  • ~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/1. Introduction to digital image.mp4 61.2 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/6. Lab Batch Processing in R unzipp, laerstack of LAndsat images.mp4 60.0 MB
  • ~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/3. Accuracy assessment of image classification.mp4 53.4 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/4. Lab Image load in R.mp4 52.2 MB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/6. Lab data types and data structures in R.mp4 50.4 MB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/1. Lab Introduction to RStudio Interface.mp4 50.0 MB
  • ~Get Your Files Here !/1. Introduction/4. Lab Install R and RStudio in 2021.mp4 40.6 MB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/1. Data used for analysis Sentinel images.mp4 39.3 MB
  • ~Get Your Files Here !/1. Introduction/1. Introduction.mp4 38.1 MB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/7. Vectors' operations in R.mp4 37.7 MB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/2. Training data requirements for classification and training data selection.mp4 36.8 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/1. Data used for analysis Landsat images.mp4 34.5 MB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/10. Functions in R - overview.mp4 33.8 MB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/12. Read Data into R.mp4 33.5 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/2. Preprocessing of satellite image data.mp4 30.6 MB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/5. Overview of data types and data structures in R.mp4 28.5 MB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/11. For Loops in R.mp4 26.1 MB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/5. Plotting spectral signatures in R.mp4 25.9 MB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/2. Lab Installing Packages and Package Management in R.mp4 25.3 MB
  • ~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/2. Sensors and Platforms.mp4 19.2 MB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/9. Dataframes overview in R.mp4 17.5 MB
  • ~Get Your Files Here !/1. Introduction/3. How to install R and RStudio in 2021.mp4 17.5 MB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/3.2 LS8_Bonn_SC20200925100850.tif 16.7 MB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/3. Overview of processing steps in R for Landsat images.mp4 15.6 MB
  • ~Get Your Files Here !/1. Introduction/2. What is R and RStudio.mp4 12.8 MB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/8. Data types and data structures Factors.mp4 9.8 MB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/3. Variables in R and assigning Variables in R.mp4 9.4 MB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/4. Lab Variables in R and assigning Variables in R.mp4 8.0 MB
  • ~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/5. Independent Task Accuracy assessment for SVM-based classification.mp4 5.9 MB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/2.1 01_02_01Sampling_QGIS.pdf 1.3 MB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/SVM_classification.tif 249.0 kB
  • ~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/2.1 SVM_classification.tif 249.0 kB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/RF_classification.tif 246.0 kB
  • ~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/1.2 RF_classification.tif 246.0 kB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/smp.rda 120.0 kB
  • ~Get Your Files Here !/2. Machine Learning for image classification theory overview/3. Common algorithms of image classification.srt 22.8 kB
  • ~Get Your Files Here !/2. Machine Learning for image classification theory overview/1. Introduction to Machine Learning.srt 19.1 kB
  • ~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/1. Image Classification in R with Random Forest in R.srt 18.0 kB
  • ~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/2. Image Classification in R with Support Vector Machines (SVM) in R.srt 15.9 kB
  • ~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/4. Stages of LULC supervised classification.srt 15.3 kB
  • ~Get Your Files Here !/1. Introduction/5. Lab Installing QGIS and install SCP.srt 14.9 kB
  • ~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/3. Accuracy assessment of image classification.srt 14.0 kB
  • ~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/1. Introduction to digital image.srt 13.8 kB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/2.1 R Crash Course I_udemy_script.R 13.2 kB
  • ~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/4. Lab Accuracy Assessment (validation) of classification in R.srt 12.5 kB
  • ~Get Your Files Here !/2. Machine Learning for image classification theory overview/2. Basics of machine learning for classification analysis.srt 12.0 kB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200530_20200608_01_T1.xml 11.4 kB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_196025_20200919_20200919_01_RT.xml 11.4 kB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/LC08_L1TP_197024_20200521_20200527_01_T1.xml 11.4 kB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/training_data.shp 10.7 kB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/4. Lab Prepare training data in R - part 2.srt 10.1 kB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/1. Lab Introduction to RStudio Interface.srt 10.0 kB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/5. Lab Image Layerstacks in R.srt 9.8 kB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/6. Lab data types and data structures in R.srt 9.6 kB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/2. Training data requirements for classification and training data selection.srt 9.2 kB
  • ~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/3. Understanding Remote Sensing for LULC mapping.srt 9.1 kB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/3. Lab Prepare training data in R - part 1.srt 8.7 kB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/5. Overview of data types and data structures in R.srt 8.7 kB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/7. Visualize images in R.srt 8.1 kB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/4. Lab Image load in R.srt 8.1 kB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/1. Data used for analysis Sentinel images.srt 7.6 kB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/7. Vectors' operations in R.srt 7.6 kB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/RF_validation.shp 7.1 kB
  • ~Get Your Files Here !/1. Introduction/4. Lab Install R and RStudio in 2021.srt 6.6 kB
  • ~Get Your Files Here !/1. Introduction/1. Introduction.srt 6.4 kB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/5. Plotting spectral signatures in R.srt 6.2 kB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/training_data.dbf 6.1 kB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/1. Data used for analysis Landsat images.srt 6.1 kB
  • ~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/2. Sensors and Platforms.srt 6.1 kB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/2. Preprocessing of satellite image data.srt 5.8 kB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/6. Lab Batch Processing in R unzipp, laerstack of LAndsat images.srt 5.6 kB
  • ~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/1.1 04_Classification.R 5.4 kB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/12. Read Data into R.srt 5.2 kB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/10. Functions in R - overview.srt 5.1 kB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/RF_validation.dbf 5.1 kB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/2. Lab Installing Packages and Package Management in R.srt 4.8 kB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/11. For Loops in R.srt 4.4 kB
  • ~Get Your Files Here !/1. Introduction/3. How to install R and RStudio in 2021.srt 4.4 kB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/9. Dataframes overview in R.srt 4.2 kB
  • ~Get Your Files Here !/1. Introduction/2. What is R and RStudio.srt 3.2 kB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/3. Overview of processing steps in R for Landsat images.srt 3.1 kB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/8. Data types and data structures Factors.srt 2.9 kB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/3. Variables in R and assigning Variables in R.srt 2.7 kB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/3.1 1_Load_Layerstack.R 2.7 kB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/RF_validation.shx 2.1 kB
  • ~Get Your Files Here !/3. Introduction to R-Studio and R crash course/4. Lab Variables in R and assigning Variables in R.srt 1.9 kB
  • ~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/5. Independent Task Accuracy assessment for SVM-based classification.srt 1.5 kB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/6.1 2_batch_Processing.R 1.3 kB
  • ~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/7.1 3_visualize_image.R 1.2 kB
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/training_data.shx 700 Bytes
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/training_data.prj 400 Bytes
  • ~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/RF_validation.prj 385 Bytes
  • ~Get Your Files Here !/Bonus Resources.txt 357 Bytes
  • Get Bonus Downloads Here.url 183 Bytes

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