Analysis Modules

All Research Tools

Browse our full suite of statistical and ML tools. Free tools are available immediately — Pro tools unlock with a subscription.

SmartML
PRO
SmartML

Shiny app for regression tasks using ML — model training, evaluation, hyperparameter tuning, and feature selection.

ML
Regression
Prediction
ImForestSuite
PRO
ImForestSuite

Integrated forestry analytics — mensuration, tree modeling, volume prediction, and carbon estimation.

Forestry
Carbon
Volume
Mating Design
PRO
Mating Design

Statistical tool for mating design analysis in plant breeding — diallel, Hayman, NC, and Line × Tester methods.

Genetics
Breeding
Heritability
CorrReg Explorer
PRO
CorrReg Explorer

Interactive correlation and regression analysis — built for researchers, students, and data analysts.

Regression
Correlation
Stats
ImMLPro
PRO
ImMLPro

Advanced ML app for predicting continuous target variables using multiple state-of-the-art algorithms.

ML
Prediction
Regression
NeuroPredictor Pro
PRO
NeuroPredictor Pro

AI-powered neural network tool for highly accurate continuous target variable prediction.

DeepLearning
Neural
Prediction
ImUnifiedML
PRO
ImUnifiedML

Comprehensive ML platform handling both classification and regression in a unified framework.

ML
Classification
Regression
QuickStat
PRO
QuickStat

Interactive statistical analyses with modern visualizations — t-tests, ANOVA, correlations, and chi-square.

Statistics
ANOVA
Visualization
ExpDesignPro
PRO
ExpDesignPro

Agricultural experimental design and analysis — CRD, RCBD, factorial, split-plot, lattice, and augmented models.

Design
RCBD
Agriculture
ImSmartClassifier
PRO
ImSmartClassifier

Advanced interactive ML classification platform with beautiful visualizations and comprehensive model comparison.

Classification
ML
Visualization
Logistic Regression
PRO
Logistic Regression

Binary and multinomial logistic regression with validation and performance tools for forestry and agriculture.

Logistic
Classification
Agriculture
IMCSP
PRO
IMCSP

Unified ML platform for forest carbon stock modelling — integrates advanced ML techniques with dendrometric and environmental variables for accurate carbon stock estimation.

Forestry
Simulation
Carbon
neurolab
PRO
neurolab

Interactive Shiny app for building and tuning neural networks without coding — supports classification and regression with flexible architecture and hyperparameter optimization.

Neural
DeepLearning
Visualization
ggplot
PRO
ggplot

Statistical visualizations with ggplot2 — beautiful hypothesis-tested plots combining stats and graphics in one step.

Visualization
Statistics
ggplot2

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