Data & Analytics

"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,

"Routes EEG, ECoG, MEG, and related electrophysiology deep-learning

"Evaluate and summarize Boltz prediction outputs, benchmark result

"Use Biotite for computational molecular biology workflows:

"Operate BigGAN-PyTorch sampling from compatible checkpoints,

"Route BiRefNet image/video inference, mask saving, foreground

"Install and statically inspect the legacy OpenMMLab BEVFormer and

"Validate nuScenes + CAN-bus layout and the generated BEVFormer

"Analyze BEVFormer logs and utility outputs while separating safe

Route BertViz head_view and model_view attention-visualization tasks.

"Tunes BERTopic topic-term extraction with c-TF-IDF,

"Save, load, and share BERTopic models locally or on the Hugging

"Select, adapt, and troubleshoot BERTopic embedding backends,