Best machine learning skills, page 5

⚠️ CRITICAL USER EXPERIENCE-BASED SKILL - ALWAYS CONSULT BEFORE DATA PREPROCESSING ⚠️ Prevents catastrophic errors (88.9% error rate in V1.0 case study) through multi-level feature analysis, data…

foryourhealth111-pixel/Vibe-Skills

Parallel multi-AI cross-validation research workflow (大版本). An agent skill from majiayu000/spellbook.

majiayu000/spellbook

Route DeePMD-kit requests to training or inference sub-skills.

Hello-QM/catgo-LRG

Quality control, filtering, normalization, and feature selection for spatial transcriptomics data.

majiayu000/claude-skill-registry

Model interpretability via SHAP (Shapley values from game theory).

majiayu000/claude-skill-registry

Molecular ML featurization library (100+ featurizers: ECFP, descriptors, ChemBERTa).

lamm-mit/scienceclaw

This skill should be used when designing, running, validating, or auditing statistical experiments on personal or observational time-series data (health metrics, speech/text corpora, behavioral…

glebis/claude-skills

Operates the QIIME2 framework as the glue for an amplicon analysis - the .qza/.qzv artifact model, semantic types (FeatureTable[Frequency], SampleData[PairedEndSequencesWithQuality]…

GPTomics/bioSkills

Assigns taxonomy to amplicon ASVs/OTUs (16S, ITS, 18S) with a classifier conditioned on a reference database and primer region - DADA2 assignTaxonomy + addSpecies (RDP naive Bayes), DECIPHER IDTAXA…

GPTomics/bioSkills

Chooses a bulk multi-omics integration strategy before any tool runs by mapping the biological question (subtype discovery, shared axis of variation, predictive signature, pairwise correlation) to a…

GPTomics/bioSkills

Manually verify that the Quark Agent Skills system behaves correctly across the four contract categories (routing, planning, artifact, recovery).

amd/Quark

Sub-skill técnica de Yann LeCun. An agent skill from majiayu000/claude-skill-registry.

majiayu000/claude-skill-registry

Explain trained machine learning models through feature attribution, local explanations, and behavior summaries.

foryourhealth111-pixel/Vibe-Skills

Design and implement repeatable preprocessing pipelines for cleaning, encoding, transforming, and validating ML input data.

foryourhealth111-pixel/Vibe-Skills

A skill your agent uses when the user asks to reproduce the Kreitz 2021 Ni surface benchmark, run the MACE Ni benchmark, or compare a machine-learning potential (MACE, CHGNet, M3GNet) against DFT-D3…

Hello-QM/catgo-LRG

Machine learning development patterns, model training, evaluation, and deployment.

aiskillstore/marketplace

Generates complete dual-disease transcriptomic + machine learning research designs from a user-provided disease pair.

aipoch/medical-research-skills

A skill your agent uses when users need to search for datasets, download data files, or explore data repositories.

LeoYeAI/openclaw-master-skills

Pick how to write a figure before custom plot code. An agent skill from probabl-ai/skills.

probabl-ai/skills

Literature and web research for an ML methodology concern (EDA extra measurements, leakage, transforms, feature engineering, learner family), or an EDA extra-analysis survey from JOURNAL plus…

probabl-ai/skills

GRN inference from expression via GRNBoost2 (gradient boosting) or GENIE3 (Random Forest).

jaechang-hits/SciAgent-Skills

Confirmatory hypothesis testing matched to pre-registration, with full assumption testing, effect sizes, confidence intervals, and APA 7th formatted output.

brycewang-stanford/Auto-Empirical-Research-Skills

Produce documented data cleaning scripts that log every transformation with N before/after each step, generate a CONSORT-style exclusion flow diagram, create decision log entries for every…

brycewang-stanford/Auto-Empirical-Research-Skills

Machine learning: clustering, PCA/t-SNE/UMAP, classification, prediction regression (Ridge/Lasso/ensemble), cross-validation, Pipelines.

brycewang-stanford/Auto-Empirical-Research-Skills

Data science across machine learning, statistical modeling, and experimentation.

borghei/Claude-Skills

Calculates molecular descriptors and fingerprints using RDKit.

FreedomIntelligence/OpenClaw-Medical-Skills

The methods a financial-ML result has to survive before it is evidence — purged cross-validation with an embargo, triple-barrier labelling, sample uniqueness under overlapping labels, fractional…

avelikiy/great_cto

Define custom distance/similarity metrics for clustering and ML algorithms.

benchflow-ai/skillsbench

AutoML 自动化机器学习技能 | Automated Machine Learning Skill. An agent skill from LeoYeAI/openclaw-master-skills.

LeoYeAI/openclaw-master-skills

Plan reproducible machine-learning experiments with leakage-safe random, grouped, or chronological splits; deterministic configuration fingerprints; dataset checksums; seeds, baselines, ablations…

PKU-YuanGroup/OpenAI4S

Reduce Together AI spend using measured token usage, live per-model prices, cached-input evidence, batch discounts, model evaluation, and dedicated break-even analysis.

jeremylongshore/tons-of-skills-marketplace

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

learningmatter-mit/AtomisticSkills

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

learningmatter-mit/AtomisticSkills

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

learningmatter-mit/AtomisticSkills

Benchmark of inference speed of Machine Learning Interatomic Potentials (MLIPs).

learningmatter-mit/AtomisticSkills

Train a property predictor head on top of a Machine Learning Interatomic Potential (MLIP) backbone (MACE or MatGL) to predict custom intensive or extensive properties from crystal or molecular…

learningmatter-mit/AtomisticSkills

Add and manage evaluation results in Hugging Face model cards.

majiayu000/claude-skill-registry

A skill your agent uses whenever the user wants reproducible CS/AI experiments, model evaluation, regression/classification/clustering analyses, bioinformatics workflows, QC, differential…

Citrus-bit/Anaxa

A skill your agent uses when the user asks to "design an experiment", "build a predictive model", "run A/B test analysis", "perform causal inference", "engineer features", "evaluate model…

borghei/Claude-Skills

Interpret and explain a trained tabular machine-learning model (classification or regression) in MATLAB.

matlab/matlab-agentic-toolkit

Per-feature NaN-safe Spearman/Pearson correlation across many features (genes, proteins, variants) with missing values.

jaechang-hits/SciAgent-Skills

Classical ML in Python: classification, regression, clustering, dim reduction, evaluation, tuning, preprocessing pipelines.

jaechang-hits/SciAgent-Skills

Apply machine learning for construction project risk assessment.

datadrivenconstruction/DDC_Skills_for_AI_Agents_in_Construction

Azure VM/VMSS router. An agent skill from microsoft/GitHub-Copilot-for-Azure.

microsoft/GitHub-Copilot-for-Azure

Plan evaluation strategies for machine-learning product changes.

hashgraph-online/awesome-codex-plugins

Troubleshoots and debugs AWS Clean Rooms collaboration issues related to IAM roles, S3 bucket policies, KMS keys, Lake Formation permissions, and CloudWatch logging for custom ML model training and…

aws/agent-toolkit-for-aws

Configure Harness AI-powered operations (AIDA) via MCP. An agent skill from majiayu000/claude-skill-registry.

majiayu000/claude-skill-registry

Builds classification models for omics data using RandomForest, XGBoost, and logistic regression with sklearn-compatible APIs.

majiayu000/claude-skill-registry