RemoteSenseiMichael
Remote Sensing/EO Scientist, with coding applications in mapping and monitoring based on remote sensing, AI/machine learning, and GIS.
Pinned Repositories
GEE_Code_Arctic_Bathymetry_Modeling
Large-scale bathymetry regression modelling over Arctic waterbodies using Google Earth Engine and machine learning.
GEE_Code_Arctic_Wetland_Classification
Large-scale mapping of Arctic wetlands using Google Earth Engine and machine learning.
GEE_Code_Sentinel-2_Image_Count
GEE code for counting the number of Sentinel-2 images used for analysis.
Python_Code_Shapley_XAI_Classification
Python code for optimizing a Random Forest classification algorithm, followed by Shapley analysis/explainable (XAI).
Python_Code_Shapley_XAI_Regression
Python code for Random Forest optimization and Shapley analysis/explainable AI (XAI).
R_Code_Correlation_Matrix
R code for creating a correlation matrix using ggplot2.
R_Code_McNemar_Test
R code used to assess statistical difference between pair-wise classifications.
R_Code_Random_Forest
R code for Random Forest machine learning classification.
R_Code_Regression_Model_Assessment
R code for statistically assessing results of a regression model (R2, MAE, MSE, RMSE, RAE).
R_Code_Scatterplot
R code for creating a scatterplot using ggplot2.
RemoteSenseiMichael's Repositories
RemoteSenseiMichael/Python_Code_Shapley_XAI_Regression
Python code for Random Forest optimization and Shapley analysis/explainable AI (XAI).
RemoteSenseiMichael/GEE_Code_Arctic_Bathymetry_Modeling
Large-scale bathymetry regression modelling over Arctic waterbodies using Google Earth Engine and machine learning.
RemoteSenseiMichael/GEE_Code_Arctic_Wetland_Classification
Large-scale mapping of Arctic wetlands using Google Earth Engine and machine learning.
RemoteSenseiMichael/GEE_Code_Sentinel-2_Image_Count
GEE code for counting the number of Sentinel-2 images used for analysis.
RemoteSenseiMichael/Python_Code_Shapley_XAI_Classification
Python code for optimizing a Random Forest classification algorithm, followed by Shapley analysis/explainable (XAI).
RemoteSenseiMichael/R_Code_Correlation_Matrix
R code for creating a correlation matrix using ggplot2.
RemoteSenseiMichael/R_Code_McNemar_Test
R code used to assess statistical difference between pair-wise classifications.
RemoteSenseiMichael/R_Code_Random_Forest
R code for Random Forest machine learning classification.
RemoteSenseiMichael/R_Code_Regression_Model_Assessment
R code for statistically assessing results of a regression model (R2, MAE, MSE, RMSE, RAE).
RemoteSenseiMichael/R_Code_Scatterplot
R code for creating a scatterplot using ggplot2.
RemoteSenseiMichael/R_Code_Time_Series_Statistics
R code for time-series statistics calculated from a stack of satellite images.
RemoteSenseiMichael/R_Code_Violin_Plot
R code for creating a violin plot using ggplot2.