santosh1234565
I am an agricultural scientist with some interest in every modern technology and always open to learning new things.
Washington State UniversityPullman, WA
Pinned Repositories
Anova-and-contrast
Correlation-techniques
Correlation techniques
Data-Wrangling
Basic data wrangling and saving outputs
Inverse-Distance-Weighting-Interpolation-Spatial-analysis
Inverse Distance Weighting Interpolation of Terrain Attributes, derived from digital elevation model, of Cook Agronomy Farm, Pullman WA
Linear-mixed-model
Linear mixed model in agricultural research
Machine-learning
Modeling soil pH of Cook Agronomy Farm using RandomForest and Gradient Boosting, probing with partial dependency plots, and selecting the best performing model
Mixed-model-and-ggplot
Fixed and mixed model comparison, creating graphs with error bar in ggplot, arranging multiple graphs in a grid
Regrow
Regularized-methods
Base saturation percentage determination using shrinkage method. Due to the multicollinearity issue, we chose shrinkage/penalized/regularized regression. Since, we have small number of samples, we had no luxury of having separate test set of data, so we did iterated k-Fold cross validation.
Repeated-measure-analysis
Repeated measure analysis using Cook Agronomy Farm data
santosh1234565's Repositories
santosh1234565/Inverse-Distance-Weighting-Interpolation-Spatial-analysis
Inverse Distance Weighting Interpolation of Terrain Attributes, derived from digital elevation model, of Cook Agronomy Farm, Pullman WA
santosh1234565/Anova-and-contrast
santosh1234565/Correlation-techniques
Correlation techniques
santosh1234565/Data-Wrangling
Basic data wrangling and saving outputs
santosh1234565/Linear-mixed-model
Linear mixed model in agricultural research
santosh1234565/Machine-learning
Modeling soil pH of Cook Agronomy Farm using RandomForest and Gradient Boosting, probing with partial dependency plots, and selecting the best performing model
santosh1234565/Mixed-model-and-ggplot
Fixed and mixed model comparison, creating graphs with error bar in ggplot, arranging multiple graphs in a grid
santosh1234565/Regrow
santosh1234565/Regularized-methods
Base saturation percentage determination using shrinkage method. Due to the multicollinearity issue, we chose shrinkage/penalized/regularized regression. Since, we have small number of samples, we had no luxury of having separate test set of data, so we did iterated k-Fold cross validation.
santosh1234565/Repeated-measure-analysis
Repeated measure analysis using Cook Agronomy Farm data
santosh1234565/Stepwise-regression
Stepwise regression, influencing variables, and correlation graph with p values