Data & Analytics

"Use Composer speedup methods through algorithm classes, functional

"Post-process ColabFold results with Amber/OpenMM relaxation,

"Guides text classification, topic classification, sentiment,

"Guide ClearerVoice-Studio training, fine-tuning, launchers, data

"Route ClearerVoice-Studio tasks for ClearVoice inference,

"Route cleanlab workflows for consensus labeling, annotator

"Prepare CLAM whole-slide-image masks, coordinate patch bags,

"Prepare CLAM dataset CSVs and splits, train CLAM or MIL models,

"Use CLAM for weakly supervised computational pathology workflows

"Route Chinese-BERT-wwm model loading, model selection, benchmark

"Use Chemprop 2.2.3 for molecular property prediction: CLI

"Customize Chartify labels, legends, axes, callouts, palettes,

"Use Spotify Chartify to build tidy pandas/Bokeh charts, route plot

"Plan and preflight custom CellTypist model training, including

"Use CellTypist for single-cell RNA-seq cell type annotation, model

"Learn causal graph structure with NOTEARS, DYNOTEARS, and the

Tree-based causal and uplift model workflows.

"Operate CausalML optional deep neural estimators: DragonNet and

"Prepare causalml datasets, encodings, propensity scores, matching

"Classical CausalML causal estimators covering meta-learners, TMLE,

"Score, validate, interpret, and optimize causalml treatment-effect

"Use CausalML for causal inference, uplift modeling, matching,

"Install and validate Brian2 2.9.0 environments, configure

"Guides braindecode Captum attribution, frequency gradients,