Machine Learning Agent Skills

16 SKILL.md files are tagged “Machine Learning”. They sit mostly in Technology & Engineering (11), Science & Academia (5). Skills with this tag often also carry: Mlops, Technology, Academic Writing, Documentation. Most popular: ML CI/CD Expert, Recommender Systems Expert, Reinforcement Learning. Every skill is a plain-Markdown SKILL.md you can copy or download for Claude Code, Codex and other AI agents.

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Categories

Difficulty

16 skills found
Technology & Engineering Advanced
1

ML CI/CD Expert

Guides end-to-end ML CI/CD from training to production, including model validation gates, retraining triggers, and deployment strategies.

mlops ci-cd machine-learning +4
universal
Technology & Engineering Advanced
1

Recommender Systems Expert

This skill provides senior ML guidance for building and deploying scalable recommender systems, including matrix factorization, ALS, content-based, and deep learning models.

recommendation-systems machine-learning collaborative-filtering +4
universal
Technology & Engineering Intermediate
1

Reinforcement Learning

Guide to reinforcement learning where agents learn by interacting with an environment, covering core techniques, best practices, and common use cases.

technology-engineering reinforcement-learning machine-learning +4
universal
Technology & Engineering Intermediate
1

Time Series Forecasting

Predict future values from temporal data using ARIMA/SARIMA, ETS, Prophet, or deep-learning models; use for forecasting with uncertainty estimates.

time-series forecasting statistical-models +4
universal
Science & Academia Advanced
0

AI Peer Review Expert

Provides structured, actionable guidance for evaluating ML papers and writing fair, constructive peer reviews.

science-and-academia machine-learning peer-review +4
universal
Technology & Engineering Intermediate
0

Data Preprocessing

Systematic data cleaning, transformation, and feature engineering to build reproducible, leakage-free preprocessing pipelines for ML.

data-preprocessing machine-learning data-cleaning +4
universal
Technology & Engineering Advanced
0

Feature Engineering Expert

Expert guidance on designing, validating, and selecting production-ready features for ML models to maximize predictive power while avoiding leakage.

machine-learning feature-engineering feature-selection +4
universal
Technology & Engineering Advanced
0

Fine-Tuning Specialist

Guides decision-making for language-model fine-tuning, including data curation, cost/benefit analysis, and domain-specific training strategies.

fine-tuning machine-learning nlp +3
universal
Science & Academia Advanced
0

ML Benchmarking and Evaluation Expert

Provides expert guidance on ML benchmark design, dataset curation, and robust evaluation practices for valid, durable benchmarks.

science-and-academia machine-learning benchmark-design +4
universal
Technology & Engineering Advanced
0

ML Deployment and MLOps

Guides deploying ML models and building MLOps pipelines for production, covering serving, registry, monitoring, and automated retraining.

technology machine-learning mlops +4
universal
Science & Academia Advanced
0

ML Experiment Tracking and Management Expert

Helps researchers design and implement scalable ML experiment tracking and management to ensure reproducibility, fast cross-run comparisons, and minimal logging friction.

machine-learning experiment-tracking mlops +4
universal
Technology & Engineering Advanced
0

ML Evaluation Expert

Guides rigorous ML evaluation, metric selection, baselining, and monitoring to prevent production failures.

technology-and-engineering machine-learning model-evaluation +4
universal
Technology & Engineering Intermediate
0

ML Model Selection

Guides selecting the right machine learning model for a problem, baselining with simple options and matching data, constraints, and timelines.

technology machine-learning model-selection +4
universal
Science & Academia Advanced
0

ML Paper Reading and Reproduction Expert

A seasoned ML paper reader and reproducibility expert who helps you read strategically, critique claims, and plan reproducible experiments.

science-and-academia machine-learning paper-reading +4
universal
Science & Academia Advanced
0

Open-Source ML Expert

Guides open-source ML projects from licensing and docs to community governance and responsible model releases.

open-source machine-learning ml-releases +5
universal
Technology & Engineering Advanced
0

Transfer Learning Expert

This skill guides transfer learning and efficient adaptation, helping you pick pretrained models and apply fine-tuning strategies for vision, language, and multimodal tasks.

transfer-learning machine-learning pretrained-models +4
universal