Data Science & ML Agent Skills

Train or fine-tune language and vision models using TRL or Unsloth with Hugging Face Jobs infrastructure.

Statistical modeling: OLS/WLS/GLS, GLM (logit, probit, Poisson), time series (ARIMA, VAR), mixed effects, diagnostics.

SciPy scientific computing skill for numerical optimization, integration, and signal processing in physics

Track and visualize ML training experiments with Trackio, including metric logging, alerts and dashboard visualization.

Inspect LLM torch profiler traces at forward-pass, layer, and kernel level.

Meta-agent that routes bioinformatics requests to specialised sub-skills.

PyTorch model training skill with custom training loops, gradient management, and GPU optimization.

Analytic Hierarchy Process (AHP) calculation skill for pairwise comparison matrices, consistency checking, and weight derivation

Plotly interactive visualization. Express and Graph Objects: scatter, line, bar, heatmap, 3D, geographic charts; subplots; styling…

R-to-Python translation for data analysis.

Produce offspring genomes from parent pairs via meiotic recombination, mutation, and clinical evaluation

Shotgun metagenomics profiling — taxonomy, resistome, and functional pathways

Rigorous A/B test statistical analysis — significance calculations, sample ratio mismatch checks and test design validation.

Nanoparticle Tracking Analysis skill for single-particle size and concentration measurements

Performance guide covering index files, stats cache, and frequency cache accelerators for qsv

Queuing theory analysis skill for analytical evaluation of waiting line systems.

Small/Wide Angle X-ray Scattering skill for nanostructure size, shape, and organization analysis

Sensitivity analysis skill for identifying critical inputs and understanding model behavior under uncertainty

Configures Simulink simulations non-destructively using SimulationInput objects — parameter overrides without modifying the model, batch…

Agent skill for pagerank-analyzer - invoke with $agent-pagerank-analyzer

Combinatorial object generation and counting