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

Creation Time	April 12, 2025, 4:23 p.m.
Last Access Time	April 12, 2025, 5:55 p.m.
File Size	6.1 GB
Keywords	for Classification Image - mapping Udemy Machine R FreeCourseWeb Learning in LULC com
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Total Files	138
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~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/7.2 LC081970242020052101T1-SC20200925100911.tif 707.4 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_band1.tif 125.7 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 125.7 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 125.7 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 125.7 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 125.7 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 125.7 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 125.7 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 125.7 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 125.7 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 123.1 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 121.5 MB
~Get Your Files Here !/2. Machine Learning for image classification theory overview/3. Common algorithms of image classification.mp4 112.9 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 110.4 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 95.7 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 93.7 MB
~Get Your Files Here !/2. Machine Learning for image classification theory overview/1. Introduction to Machine Learning.mp4 93.5 MB
~Get Your Files Here !/1. Introduction/5. Lab Installing QGIS and install SCP.mp4 86.7 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 74.8 MB
~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/4. Stages of LULC supervised classification.mp4 72.8 MB
~Get Your Files Here !/2. Machine Learning for image classification theory overview/2. Basics of machine learning for classification analysis.mp4 71.5 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 64.4 MB
~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/3. Understanding Remote Sensing for LULC mapping.mp4 63.3 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 62.9 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 61.6 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 61.6 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 60.4 MB
~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/1. Introduction to digital image.mp4 58.4 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 57.2 MB
~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/3. Accuracy assessment of image classification.mp4 51.0 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 49.8 MB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/6. Lab data types and data structures in R.mp4 48.1 MB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/1. Lab Introduction to RStudio Interface.mp4 47.7 MB
~Get Your Files Here !/1. Introduction/4. Lab Install R and RStudio in 2021.mp4 38.7 MB
~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/1. Data used for analysis Sentinel images.mp4 37.5 MB
~Get Your Files Here !/1. Introduction/1. Introduction.mp4 36.3 MB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/7. Vectors' operations in R.mp4 35.9 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 35.1 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 32.9 MB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/10. Functions in R - overview.mp4 32.2 MB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/12. Read Data into R.mp4 31.9 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 29.2 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 27.2 MB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/11. For Loops in R.mp4 24.8 MB
~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/5. Plotting spectral signatures in R.mp4 24.7 MB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/2. Lab Installing Packages and Package Management in R.mp4 24.1 MB
~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/2. Sensors and Platforms.mp4 18.3 MB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/9. Dataframes overview in R.mp4 16.7 MB
~Get Your Files Here !/1. Introduction/3. How to install R and RStudio in 2021.mp4 16.7 MB
~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/3.2 LS8_Bonn_SC20200925100850.tif 16.0 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 14.9 MB
~Get Your Files Here !/1. Introduction/2. What is R and RStudio.mp4 12.2 MB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/8. Data types and data structures Factors.mp4 9.3 MB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/3. Variables in R and assigning Variables in R.mp4 9.0 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 7.6 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 5.6 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 243.1 KB
~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/2.1 SVM_classification.tif 243.1 KB
~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/RF_classification.tif 240.3 KB
~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/1.2 RF_classification.tif 240.3 KB
~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/smp.rda 117.2 KB
~Get Your Files Here !/2. Machine Learning for image classification theory overview/3. Common algorithms of image classification.srt 22.3 KB
~Get Your Files Here !/2. Machine Learning for image classification theory overview/1. Introduction to Machine Learning.srt 18.7 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 17.5 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 15.6 KB
~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/4. Stages of LULC supervised classification.srt 14.9 KB
~Get Your Files Here !/1. Introduction/5. Lab Installing QGIS and install SCP.srt 14.5 KB
~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/3. Accuracy assessment of image classification.srt 13.7 KB
~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/1. Introduction to digital image.srt 13.5 KB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/2.1 R Crash Course I_udemy_script.R 12.9 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 12.2 KB
~Get Your Files Here !/2. Machine Learning for image classification theory overview/2. Basics of machine learning for classification analysis.srt 11.7 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 11.1 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 11.1 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 11.1 KB
~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/training_data.shp 10.4 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 9.9 KB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/1. Lab Introduction to RStudio Interface.srt 9.8 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 9.6 KB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/6. Lab data types and data structures in R.srt 9.3 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 9.0 KB
~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/3. Understanding Remote Sensing for LULC mapping.srt 8.9 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 8.5 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 8.5 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 8.0 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 7.9 KB
~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/1. Data used for analysis Sentinel images.srt 7.5 KB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/7. Vectors' operations in R.srt 7.4 KB
~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/RF_validation.shp 6.9 KB
~Get Your Files Here !/1. Introduction/4. Lab Install R and RStudio in 2021.srt 6.5 KB
~Get Your Files Here !/1. Introduction/1. Introduction.srt 6.2 KB
~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/5. Plotting spectral signatures in R.srt 6.0 KB
~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/training_data.dbf 6.0 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 6.0 KB
~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/2. Sensors and Platforms.srt 5.9 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 5.6 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 5.4 KB
~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/1.1 04_Classification.R 5.3 KB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/12. Read Data into R.srt 5.1 KB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/10. Functions in R - overview.srt 5.0 KB
~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/RF_validation.dbf 5.0 KB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/2. Lab Installing Packages and Package Management in R.srt 4.7 KB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/11. For Loops in R.srt 4.3 KB
~Get Your Files Here !/1. Introduction/3. How to install R and RStudio in 2021.srt 4.3 KB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/9. Dataframes overview in R.srt 4.1 KB
~Get Your Files Here !/1. Introduction/2. What is R and RStudio.srt 3.1 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 3.0 KB
~Get Your Files Here !/3. Introduction to R-Studio and R crash course/8. Data types and data structures Factors.srt 2.8 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 1.8 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 1.4 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

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

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