“datasets”

Download large datasets from NCBI efficiently using EPost, history server, batching, rate limiting, and retry logic.

Fine-tune Fairchem machine learning interatomic potentials (UMA, ESEN) on custom datasets.

Fine-tune MACE machine learning interatomic potentials on custom datasets.

Fine-tune MatGL machine learning interatomic potentials on custom datasets.

Fetch a region of cis-eQTL summary statistics from EBI eQTL Catalogue v7+ via tabix-on-FTP.

Read an approved dataset and deterministically normalize it without writing external state.

Use when working with a trading-card sales tape — any sale-level dataset of collectible card transactions across multiple venues (Pokémon TCG, sports cards…

Use DeepDanbooru for anime-style image tag estimation, project and Danbooru-style dataset preparation, TensorFlow training, image evaluation, TFLite…

Pharmaceutical machine-learning workflow guide for library profiling, molecular featurization, benchmark dataset fetch, medicinal-chemistry filtering, and…

Regenerate and validate the synthetic retail dataset.

High-performance CSV processing with xan CLI for large tabular datasets, streaming transformations, and low-memory pipelines.

Data engineering workflows for designing reliable pipelines and datasets: ingestion, transforms, orchestration, schema evolution, data contracts, quality…

Route DGL graph learning tasks across graph APIs, datasets, message passing, GraphBolt, distributed tools, and DGL-Go workflows.

Query metadata and download data from the NCBI Gene Expression Omnibus (GEO).

Fit an allowlisted hscredit feature selector, transform a dataset, and export selected features plus the selector's Chinese report.

Catalog and workflow for Chinese micro survey datasets (household, individual, firm) including key metadata, waves, hosts, topics, access, and suitability.

Computer vision engineering workflow for dataset design, model selection (detection/segmentation/classification), evaluation, inference optimization, and…

Run registered insight workflows over selected startup and community datasets with prerequisite ordering.

Generate individual profiles from an existing person roster, LinkedIn enrichment and dataset evidence, including founder-trait assessment for active founders.

Generate a startup diagnostic with sector from a named dataset, including a prepared temporary dossier.

Classify a startup independently with Dealum, Dealroom, PitchBook and Startupticker taxonomies, using shared dataset evidence and provider-specific confidence…

Operate doccano for text annotation, dataset import/export, auto-labeling, deployment, and repo maintenance.

Extract structured specifications from electronic component datasheet PDFs — pinouts, electrical characteristics, peripherals, topology, and features.

Routes BasicTS time-series training, dataset, model, and pipeline workflows through focused sub-skills.