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

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2021-09-13

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FreeCourseWeb com Udemy Machine Learning in Image Classification for LULC mapping

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File Name

Size

Get Bonus Downloads Here.url

183B

~Get Your Files Here !/1. Introduction/1. Introduction.mp4

36.34MB

~Get Your Files Here !/1. Introduction/1. Introduction.srt

6.24KB

~Get Your Files Here !/1. Introduction/2. What is R and RStudio.mp4

12.22MB

~Get Your Files Here !/1. Introduction/2. What is R and RStudio.srt

3.1KB

~Get Your Files Here !/1. Introduction/3. How to install R and RStudio in 2021.mp4

16.66MB

~Get Your Files Here !/1. Introduction/3. How to install R and RStudio in 2021.srt

4.26KB

~Get Your Files Here !/1. Introduction/4. Lab Install R and RStudio in 2021.mp4

38.72MB

~Get Your Files Here !/1. Introduction/4. Lab Install R and RStudio in 2021.srt

6.45KB

~Get Your Files Here !/1. Introduction/5. Lab Installing QGIS and install SCP.mp4

86.71MB

~Get Your Files Here !/1. Introduction/5. Lab Installing QGIS and install SCP.srt

14.54KB

~Get Your Files Here !/2. Machine Learning for image classification theory overview/1. Introduction to Machine Learning.mp4

93.46MB

~Get Your Files Here !/2. Machine Learning for image classification theory overview/1. Introduction to Machine Learning.srt

18.66KB

~Get Your Files Here !/2. Machine Learning for image classification theory overview/2. Basics of machine learning for classification analysis.mp4

71.46MB

~Get Your Files Here !/2. Machine Learning for image classification theory overview/2. Basics of machine learning for classification analysis.srt

11.71KB

~Get Your Files Here !/2. Machine Learning for image classification theory overview/3. Common algorithms of image classification.mp4

112.93MB

~Get Your Files Here !/2. Machine Learning for image classification theory overview/3. Common algorithms of image classification.srt

22.28KB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/1. Lab Introduction to RStudio Interface.mp4

47.69MB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/1. Lab Introduction to RStudio Interface.srt

9.78KB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/10. Functions in R - overview.mp4

32.24MB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/10. Functions in R - overview.srt

5.01KB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/11. For Loops in R.mp4

24.85MB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/11. For Loops in R.srt

4.27KB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/12. Read Data into R.mp4

31.91MB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/12. Read Data into R.srt

5.12KB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/2. Lab Installing Packages and Package Management in R.mp4

24.14MB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/2. Lab Installing Packages and Package Management in R.srt

4.72KB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/2.1 R Crash Course I_udemy_script.R

12.94KB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/3. Variables in R and assigning Variables in R.mp4

8.97MB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/3. Variables in R and assigning Variables in R.srt

2.68KB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/4. Lab Variables in R and assigning Variables in R.mp4

7.65MB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/4. Lab Variables in R and assigning Variables in R.srt

1.81KB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/5. Overview of data types and data structures in R.mp4

27.2MB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/5. Overview of data types and data structures in R.srt

8.47KB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/6. Lab data types and data structures in R.mp4

48.1MB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/6. Lab data types and data structures in R.srt

9.34KB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/7. Vectors' operations in R.mp4

35.95MB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/7. Vectors' operations in R.srt

7.41KB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/8. Data types and data structures Factors.mp4

9.33MB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/8. Data types and data structures Factors.srt

2.8KB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/9. Dataframes overview in R.mp4

16.67MB

~Get Your Files Here !/3. Introduction to R-Studio and R crash course/9. Dataframes overview in R.srt

4.09KB

~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/1. Introduction to digital image.mp4

58.38MB

~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/1. Introduction to digital image.srt

13.49KB

~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/2. Sensors and Platforms.mp4

18.28MB

~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/2. Sensors and Platforms.srt

5.94KB

~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/3. Understanding Remote Sensing for LULC mapping.mp4

63.32MB

~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/3. Understanding Remote Sensing for LULC mapping.srt

8.87KB

~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/4. Stages of LULC supervised classification.mp4

72.76MB

~Get Your Files Here !/4. Basics of Remote Sensing for LULC mapping theory overview/4. Stages of LULC supervised classification.srt

14.92KB

~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

32.94MB

~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

5.98KB

~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

29.2MB

~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

5.63KB

~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

14.92MB

~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

3.01KB

~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

2.68KB

~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

49.75MB

~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

7.9KB

~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

95.67MB

~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

9.55KB

~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

57.19MB

~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

5.44KB

~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

1.26KB

~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

64.45MB

~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

7.95KB

~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

1.21KB

~Get Your Files Here !/5. Satellite image preparation in R for Land use land cover (LULC) analysis in R/7.2 LC081970242020052101T1-SC20200925100911.tif

707.43MB

~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

11.09KB

~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

123.08MB

~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

123.08MB

~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

61.57MB

~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

123.08MB

~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

123.08MB

~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

123.08MB

~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

123.08MB

~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

123.08MB

~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

123.08MB

~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

123.08MB

~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

11.09KB

~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

123.08MB

~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

123.08MB

~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

61.57MB

~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

123.08MB

~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

123.08MB

~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

123.08MB

~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

123.08MB

~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

123.08MB

~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

123.08MB

~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

123.08MB

~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

11.09KB

~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

125.69MB

~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

125.69MB

~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

62.88MB

~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

125.69MB

~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

125.69MB

~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

125.69MB

~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

125.69MB

~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

125.69MB

~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

125.69MB

~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

125.69MB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/1. Data used for analysis Sentinel images.mp4

37.49MB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/1. Data used for analysis Sentinel images.srt

7.47KB

~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

35.11MB

~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

9.01KB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/2.1 01_02_01Sampling_QGIS.pdf

1.26MB

~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

60.43MB

~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

8.53KB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/3.2 LS8_Bonn_SC20200925100850.tif

15.95MB

~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

121.54MB

~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

9.88KB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/5. Plotting spectral signatures in R.mp4

24.73MB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/5. Plotting spectral signatures in R.srt

6.05KB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/RF_classification.tif

240.26KB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/RF_validation.dbf

4.98KB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/RF_validation.prj

385B

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/RF_validation.shp

6.93KB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/RF_validation.shx

2.05KB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/SVM_classification.tif

243.12KB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/smp.rda

117.16KB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/training_data.dbf

6KB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/training_data.prj

400B

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/training_data.shp

10.43KB

~Get Your Files Here !/6. Training data Preparation in R for Machine Learning image classification/Class_data/training_data.shx

700B

~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

93.7MB

~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

17.54KB

~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/1.1 04_Classification.R

5.3KB

~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/1.2 RF_classification.tif

240.26KB

~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

74.83MB

~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

15.55KB

~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/2.1 SVM_classification.tif

243.12KB

~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/3. Accuracy assessment of image classification.mp4

50.97MB

~Get Your Files Here !/7. Land UseLand Cover Image Classification using Machine Learning algorithms in R/3. Accuracy assessment of image classification.srt

13.66KB

~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

110.37MB

~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

12.24KB

~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

5.65MB

~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

1.43KB

~Get Your Files Here !/Bonus Resources.txt

357B

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