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Cross-Sectional Analysis
Cross-Sectional Classification
Predict categories from cross-sectional datasets with one record per unit of analysis.
Cross-Sectional Regression
Predict continuous values from cross-sectional datasets with one record per unit of analysis.
Cross-Sectional Count Regression
Predict count outcomes from cross-sectional datasets with one record per unit of analysis.
Longitudinal Analysis
Longitudinal Classification
Predict categories from repeated-measures or panel data.
Longitudinal Regression
Predict continuous outcomes from repeated-measures data.
Longitudinal Count Regression
Predict count outcomes from repeated-measures data.
Time Series Analysis
Time Series Classification
Classify ordered sequences or temporal patterns.
Time Series Regression
Forecast or estimate continuous values over time.
Time Series Count Regression
Forecast or estimate count values over time.
Specialized Analysis
Anomaly Detection
Detect outliers and anomalous behavior in data.
Clustering
Group similar records using unsupervised methods.
Survival Analysis
Model time-to-event outcomes with censoring.
Advanced Systems
Recommendation System
Build recommendation engines from user-item interactions.
Ranking Models
Learn ranked ordering for search or recommendation.
Network Analysis
Analyze edge-list, adjacency-matrix, and phased graph structures.
Graphical Models
Estimate probabilistic dependency structure, conditional relationships, Markov state transitions, hidden states, and state-space traces from tabular or ordered variables.
Text Analysis
Text Classification
Classify documents or messages with a curated shortlist of locally runnable transformer encoders.
Media Processing
Image Classification
Classify images and visual patterns from media files plus a labels manifest.
Audio Classification
Classify audio files and sound patterns from media files plus a labels manifest.
Video Classification
Classify video files and motion patterns from media files plus a labels manifest.
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