Data & Analytics

"Choose, configure, customize, and debug Optuna search and pruning

"Core Optuna study and trial workflows: create/load/copy/delete

"Use this sub-skill for Optuna artifact upload/download workflows,

"Analyze completed Optuna studies with parameter importances, trial

"Guides Speedster inference optimization workflows,

"Guides NebullVM data/device handling, backend selection, compiler

"Diagnose and prepare OpenPCDet runtime environments, CUDA

"Navigate OpenPCDet YAML configs, detector/model registries, model

"Operate OpenPCDet 3D object detection workflows across runtime

"Build, inspect, convert, serialize, charge, conformer-generate,

"Interpret OpenCompass summaries, result tables, summary_groups,

"Guides Open3D-ML visualization, bounding boxes, TensorBoard

"Guides Open3D-ML config-driven training, inference, evaluation,

"Guides Open3D-ML installation, import smoke checks, backend

"Guides Open3D-ML dataset loading, split handling, custom dataset

"Guides Open3D-ML installation, dataset workflows, config-driven

"Use for OmicVerse bulk RNA-seq, enrichment/signature scoring,

"Core OmicVerse AnnData IO, datasets, preprocessing, plotting,

"Build, link, run, inspect, and debug NuPIC legacy Network API

"Routes numpy-ml neural-network component, loss, optimizer,

Parse MOTChallenge data, accumulate predictions, and compute MOT metrics.

"Use NNI feature selectors and standalone utilities for tabular

"Build Nitrain datasets from files, CSV/TSV columns, folder labels,

"Routes Nitrain medical-imaging dataset, preprocessing, training,