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AI & Machine Learning

20 of 697

shapK-Dense-AI-scientific-agent-skills

Explain and audit machine-learning predictions with SHAP. Use for selecting SHAP explainers and maskers, computing and validating feature attributions, handling multi-output...

AI & Machine Learning
55.9K
sympyK-Dense-AI-scientific-agent-skills

Performs exact symbolic mathematics with SymPy for algebra, calculus, equation solving, symbolic linear algebra, physics, and lambdify or LaTeX code generation. Use when a task...

AI & Machine Learning
55.9K
timesfm-forecastingK-Dense-AI-scientific-agent-skills

Performs zero-shot time-series forecasting with Google's TimesFM, including regular-grid CSV preparation, quantile forecasts, XReg covariates, and held-out evaluation. Uses the...

AI & Machine Learning
55.9K
torchdrugK-Dense-AI-scientific-agent-skills

Builds and troubleshoots TorchDrug 0.2.1 workflows for molecular graphs, property prediction, self-supervised pretraining, molecule generation, retrosynthesis, protein...

AI & Machine Learning
55.9K
transformersK-Dense-AI-scientific-agent-skills

Hugging Face Transformers for loading Hub models, running pipeline inference, text generation, and Trainer fine-tuning on NLP, vision, audio, and multimodal tasks. Applies when...

AI & Machine Learning
55.9K
umap-learnK-Dense-AI-scientific-agent-skills

Applies UMAP-learn to nonlinear dimensionality reduction, 2D/3D embeddings, clustering preprocessing, supervised or semi-supervised UMAP, DensMAP, AlignedUMAP, and Parametric UMAP...

AI & Machine Learning
55.9K
pyhealthK-Dense-AI-scientific-agent-skills

Builds and validates PyHealth clinical machine-learning pipelines for EHR, signals, imaging, and medical codes. Use for PyHealth dataset loading, MIMIC-III/IV, eICU or OMOP...

AI & Machine Learning
55.9K
pymcK-Dense-AI-scientific-agent-skills

Builds and checks Bayesian models with PyMC, including hierarchical models, NUTS MCMC, variational inference, mutable-data predictions, posterior predictive checks, diagnostics,...

AI & Machine Learning
55.9K
pymooK-Dense-AI-scientific-agent-skills

Solves and validates single-, multi-, and many-objective optimization with pymoo, including NSGA-II, NSGA-III, MOEA/D, constraints, Pareto approximations, reference directions,...

AI & Machine Learning
55.9K
pytdcK-Dense-AI-scientific-agent-skills

Provides Therapeutics Data Commons workflows through PyTDC for registry discovery, dataset access, task-aware splits, evaluator metrics, benchmark groups, and bounded...

AI & Machine Learning
55.9K
pytorch-lightningK-Dense-AI-scientific-agent-skills

Deep learning framework (PyTorch Lightning / lightning package). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines,...

AI & Machine Learning
55.9K
qiskitK-Dense-AI-scientific-agent-skills

Builds, simulates, transpiles, and executes quantum circuits with Qiskit and IBM Quantum Runtime. Use for Qiskit 2.x circuits and operators, V2 Sampler or Estimator primitives,...

AI & Machine Learning
55.9K
rowanK-Dense-AI-scientific-agent-skills

Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API. Use for pKa and macropKa prediction, conformer and tautomer ensembles,...

AI & Machine Learning
55.9K
scanpyK-Dense-AI-scientific-agent-skills

Performs Scanpy single-cell RNA-seq QC, normalization, HVG selection, PCA/UMAP/t-SNE, clustering, exploratory marker ranking, pseudobulk preparation, visualization, and Seurat or...

AI & Machine Learning
55.9K
optimize-for-gpuK-Dense-AI-scientific-agent-skills

GPU-accelerates scientific Python on NVIDIA hardware and verifies that the result is correct and faster. Use for CUDA/GPU optimization; CPU-bound NumPy, SciPy, pandas,...

AI & Machine Learning
55.9K
pacsomaticK-Dense-AI-scientific-agent-skills

Prepares and launches nf-core/pacsomatic matched tumor-normal PacBio HiFi genomics workflows from unaligned BAM inputs. Supports samplesheet generation, pinned Nextflow launch...

AI & Machine Learning
55.9K
pathmlK-Dense-AI-scientific-agent-skills

Supports local computational pathology research with PathML: slide loading and tiling, preprocessing and QC, h5path storage, multiplex quantification, spatial graphs, and bounded...

AI & Machine Learning
55.9K
pennylaneK-Dense-AI-scientific-agent-skills

Builds and differentiates PennyLane quantum circuits, hybrid PyTorch or JAX models, molecular VQE and QAOA workflows. Use for variational quantum algorithms, quantum machine...

AI & Machine Learning
55.9K
pufferlibK-Dense-AI-scientific-agent-skills

Version-aware guidance for PufferLib reinforcement-learning environments, vectorization, policies, PuffeRL training, evaluation, and safe checkpoint review. Covers the native 5.0...

AI & Machine Learning
55.9K
latchbio-integrationK-Dense-AI-scientific-agent-skills

Builds, registers, debugs, and operates bioinformatics workflows on Latch using the Python SDK, CLI, Latch Data and Registry, Nextflow, Snakemake, programmatic execution, and...

AI & Machine Learning
55.9K