Topic · Data & Analytics

Best machine learning skills for Claude Code, Codex and other agents.

Skills that build, train and tune classical machine learning models.
skills
337
official
13

Machine learning skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Machine learning skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1

Machine learning in Python with scikit-learn. An agent skill from zLanqing/codex-claude-academic-skills.

zLanqing/codex-claude-academic-skills4.6k17 repos~3.9kAutomated safety check: PassBSD-3-Clause4 mo ago
2

Runs lm-evaluation-harness to benchmark language models on academic suites such as MMLU, GSM8K and HumanEval, compare models and track training checkpoints.

Orchestra-Research/AI-Research-SKILLs13k8 repos~3kAutomated safety check: PassMIT3 mo ago
3

Explains machine learning, LLMs, AI agents and speech modeling in a Hung-Yi Lee-inspired teaching style, drawing on a knowledge base built from his lectures and research references.

voidful/hung-yi-lee-skill1.3k—~13kAutomated safety check: PassNo licence1 mo ago
4

Evaluate and improve GenAI models and agents using the Google GenAI Evaluation SDK.

GoogleCloudPlatform/vertex-ai-samples791—~2kAutomated safety check: PassApache-2.0today
5

World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics.

Raidriar7170/hermes-skilleval1256 repos~1.4kAutomated safety check: PassMIT11 days ago
6

Trains and evaluates several WiFi-signal-based pose and sensing models, from unsupervised pose estimation to domain adaptation and publishing.

ruvnet/RuView97k—~1.3kAutomated safety check: NotesMITtoday
7

Takes a Kaggle competition from rules and validation design through baselines, ensembling and notebook architecture to a scored submission.

FrankS-IntelLab/agentic-kaggle-skill188—~4kAutomated safety check: PassMIT3 mo ago
8

Plans memory headroom, works through out-of-memory failures and watches temperature and power during long ML training jobs on NVIDIA DGX Spark.

wshobson/agents40k1 repo~2kAutomated safety check: PassMIT2 days ago
9

Analyze user retention and churn using survival analysis, cohort analysis, and machine learning.

liangdabiao/claude-data-analysis-ultra-main2901 repo~1.3kAutomated safety check: NotesNo licence5 mo ago
10

Reference patterns for writing qiskit 2.x code for variational quantum machine learning: feature maps, VQC training, VQE for chemistry, MPS circuits and noise models.

aiming-lab/AutoResearchClaw15k—~4.7kAutomated safety check: PassMIT1 mo ago
11

Scaffold a brand-new Comet example in this repo from the canonical template under templates/integration-example/.

comet-ml/comet-examples175—~1kAutomated safety check: PassNo licence1 mo ago
12

Designs ML pipeline infrastructure: experiment tracking with MLflow or Weights & Biases, Kubeflow and Airflow orchestration, Feast feature stores and model validation gates.

Jeffallan/claude-skills12k1 repo~1.9kAutomated safety check: PassMIT4 days ago
13

Routes agents to the right tangermeme reference for analyzing trained genomic deep learning models, from attributions and motif experiments to variant effects and design.

jmschrei/tangermeme311—~1.6kAutomated safety check: PassMITtoday
14

Shows how to organize PyTorch training with Lightning's LightningModule and Trainer, covering validation, DDP, callbacks and learning-rate scheduling.

Orchestra-Research/AI-Research-SKILLs13k7 repos~2.3kAutomated safety check: PassMIT3 mo ago
15

Working knowledge of the geoML Python package (github.com/italo-goncalves/geoML): variational Gaussian processes for spatial data, implicit geological modelling, block models, drillhole data…

italo-goncalves/geoML108—~4.2kAutomated safety check: PassGPL-3.05 days ago
16

A skill your agent uses when building or auditing a radiomics or tabular clinical-ML prediction model with a classical learner (LASSO, SVM, random forest, XGBoost and similar).

Aperivue/medsci-skills3291 repo~2.7kAutomated safety check: PassMIT2 days ago
17

Turns a plain-language model training request into a validated QuantMind training config file that can be imported from the Model Training page.

qusong0627/QuantMind1.7k—~1.5kAutomated safety check: PassAGPL-3.0yesterday
18

A standardized CLI wrapper for Uni-Mol molecular ML workflows that handles representation extraction (embeddings), model training (regression/classification), and property prediction with built-in…

jinzhezenggroup/computational-chemistry-agent-skills1481 repo~1.5kAutomated safety check: PassLGPL-3.0-or-lateryesterday
19

A skill your agent uses when the user wants to evolve an ML model/program through population-based search rather than a single sequential refine loop — a generational evolution where parallel…

gaasher/Agent-Loop-Skills1741 repo~3.4kAutomated safety check: PassMIT3 mo ago
20

Guides an agent through tracking ML experiments with W&B: run logging, config capture, hyperparameter sweeps, artifacts and a model registry.

Orchestra-Research/AI-Research-SKILLs13k10 repos~3.1kAutomated safety check: PassMIT3 mo ago
21

Build a new time-series analytics use case on top of the deployed Time Series Analytics microservice — bring it up with Docker Compose (from a repo clone, or by fetching the compose files from…

open-edge-platform/edge-ai-libraries168—~3.1kAutomated safety check: PassApache-2.0today
22

A skill your agent uses for GPU-accelerated machine learning on tabular data using NVIDIA cuML.

wahyudesu/Fastapi-AI-Production-Template114—~1.8kAutomated safety check: PassMIT5 mo ago
23

Entry point and controller for computational chemistry and materials workflows.

JCLiuGroup/AI-Computational-Chemist1431 repo~1.4kAutomated safety check: PassUnknown10 days ago
24

Estimate a covariance / correlation / precision matrix incrementally with precise.

microprediction/precise336—~535Automated safety check: PassMITyesterday
25

Serverless GPU cloud platform for running ML workloads. An agent skill from Orchestra-Research/AI-Research-SKILLs.

Orchestra-Research/AI-Research-SKILLs13k5 repos~2.1kAutomated safety check: PassMIT3 mo ago
26

Keeps a persistent, append-only journal of ML experiment hypotheses and results across sessions, so no hyperparameter or architecture change runs without being logged first.

Leeroo-AI/superml195—~1.3kAutomated safety check: PassApache-2.06 mo ago
27

Generate model metadata for an ML model so it works with xybrid.

xybrid-ai/xybrid465—~3kAutomated safety check: PassApache-2.0today
28

Invoke ML models, run vector search, and connect to MCP servers from Databricks Apps.

databricks-solutions/databricks-apps-cookbook183—~1.7kAutomated safety check: PassUnknown3 days ago
29

CEO checks consistency of agent outputs during post-completion review

chekusu/wanman688—~824Automated safety check: PassApache-2.03 mo ago
30

Produces ranked, evidence-grounded next steps when an ML experiment has stalled, drawing on a Leeroopedia knowledge base or on fetched docs and issues.

Leeroo-AI/superml195—~4.8kAutomated safety check: PassApache-2.06 mo ago
31

Uses Ray Data to read, transform and write large datasets across a cluster for ML training and batch inference, with streaming execution and optional GPU steps.

Orchestra-Research/AI-Research-SKILLs13k3 repos~1.8kAutomated safety check: PassMIT3 mo ago
32

Scales PyTorch, TensorFlow and Hugging Face training from a single GPU to multi-node clusters with Ray Train, including Ray Tune sweeps and checkpoint recovery.

Orchestra-Research/AI-Research-SKILLs13k3 repos~2.7kAutomated safety check: PassMIT3 mo ago
33

Run LAMMPS molecular dynamics with DeePMD-kit machine learning potentials.

Hello-QM/catgo-LRG2051 repo~1kAutomated safety check: PassAGPL-3.015 days ago
34

Guides time series machine learning with the aeon toolkit: classification, regression, clustering, forecasting, anomaly detection, segmentation and similarity search.

davila7/claude-code-templates32k14 repos~2.6kAutomated safety check: PassMITtoday
35

Applies the reasoning, principles, and frameworks of Andrew Ng (machine learning pioneer, co-founder of Coursera and DeepLearning.AI, Stanford University, and former Google Brain lead).

K-Dense-AI/mimeo282—~1.5kAutomated safety check: PassMIT1 mo ago
36

Online (incremental) covariance, correlation, and precision estimation in Python — the streaming complement to sklearn.covariance.

microprediction/precise336—~782Automated safety check: PassMITyesterday
37

Declare the pipeline from data source to predictor as a skrub DataOps graph.

probabl-ai/skills135—~4kAutomated safety check: PassBSD-3-Clausetoday
38

Guides an agent through designing an MLOps pipeline that covers data preparation, training, validation and deployment, with DAG orchestration and reference guides.

wshobson/agents40k12 repos~1.8kAutomated safety check: PassMIT2 days ago
39

Core ML, Create ML, Vision framework, Natural Language framework, on-device ML integration.

gustavscirulis/snapgrid1172 repos~3.8kAutomated safety check: NotesUnknown5 mo ago
40

Works with genomic intervals using gtars, a Rust toolkit with Python bindings: overlap detection, coverage tracks, tokenization for ML models and reference sequences.

davila7/claude-code-templates32k12 repos~1.9kAutomated safety check: PassMITtoday
41

Computational pathology toolkit for analyzing whole-slide images (WSI) and multiparametric imaging data.

davila7/claude-code-templates32k12 repos~1.9kAutomated safety check: PassMITtoday
42

Builds machine learning pipelines on clinical data with PyHealth: EHR datasets, prediction tasks, medical code mapping, healthcare models and evaluation.

davila7/claude-code-templates32k12 repos~4.4kAutomated safety check: PassMITtoday
43

Fits and evaluates survival models with scikit-survival: Cox models, Random Survival Forests, boosting, survival SVMs, concordance index, Brier score and competing risks.

davila7/claude-code-templates32k12 repos~3.7kAutomated safety check: PassMITtoday
44

Explains machine learning predictions with SHAP: picking the right explainer, computing Shapley values and drawing waterfall, beeswarm, bar and force plots.

davila7/claude-code-templates32k12 repos~4.6kAutomated safety check: PassMITtoday
45

Molecular machine learning toolkit. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k11 repos~4.4kAutomated safety check: PassMITtoday
46

Add new AI models to Kiln's mlmodellist.py and produce a Discord announcement.

Kiln-AI/Kiln5.2k—~15kAutomated safety check: NotesUnknowntoday
47

Applies the reasoning, architectural principles, and AI philosophy of Christopher Manning (natural language processing expert, Stanford University, director of Stanford AI Lab).

K-Dense-AI/mimeo282—~1.8kAutomated safety check: PassMIT1 mo ago
48

Perform comprehensive regression analysis and predictive modeling using linear regression, decision trees, and random forests.

liangdabiao/claude-data-analysis-ultra-main2901 repo~1.7kAutomated safety check: NotesNo licence5 mo ago

Questions, answered from the data.

What is the best machine learning skill?

Scikit Learn from zLanqing/codex-claude-academic-skills ranks first of the 337 machine learning skills listed here, with the highest score: its repository has 4.6k GitHub stars, 17 other GitHub owners carry a copy, its SKILL.md loads about 3.9k tokens and it passes the automated safety check with no findings. Next come LLM Benchmarking with lm-evaluation-harness and Hung-Yi Lee Teaching Style.

Which machine learning skills are official?

13 of the 337 machine learning skills are official, published by the vendor's own GitHub organization: Django Models, Transformers.js, Model Evaluation, Oci Data Science, Bigquery Bigframes and 8 more.

How are these skills ranked?

By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.