Data & Analytics

"Route PyGAD genetic-algorithm optimization, benchmarks,

"Use PyFlux VAR and GPNARX workflows, including multivariate

"Use PyFlux GAS, GASX, GASReg, GASRank, and GAS local-level/trend

"Compute, interpret, export, and troubleshoot PyDESeq2 statistical

"Inspect and control PyDESeq2 staged model-fitting internals,

"Run practical PyDESeq2 differential expression workflows with

"Prepare, load, orient, and validate PyDESeq2 count and metadata

"Route PyDESeq2 bulk RNA-seq differential expression analysis tasks

"Use pyCirclize 1.10.1 for circular visualization, Circos plots,

"Use trained StudioGAN checkpoints for sampling, visual analysis,

"Evaluate StudioGAN image folders with IS/FID/PRDC, cache feature

"Use PyTorch-StudioGAN for GAN image-synthesis training, YAML

"Operate PySyft dataset publication, mock/private resolution, syft

"Authenticate PySyft clients, manage SyftBox transport, peer

"Use pyAudioAnalysis for audio feature extraction, classical audio

"Retrain ProteinMPNN, validate training data layout, resume or

"Create and troubleshoot ProLIF visual outputs from completed

Choose, parameterize, customize, and troubleshoot ProLIF interaction classes.

"Guide Kalshi, Polymarket, and cross-venue analysis workflows for

"Routes PPO-PyTorch training, evaluation, and visualization

"Use POT with NumPy, PyTorch, JAX, TensorFlow, CuPy arrays, backend

"Use POT/Python Optimal Transport for optimal-transport solvers,

"Shared PointNet2 TensorFlow layer APIs, PointNet++

"Route PointCNN prediction inspection, block merging, benchmark