data15 skillsadvanced

ML Engineering Kit

Build, train, evaluate, and deploy machine learning models in production.

#ml#machine-learning#mlops#training#deployment
This pack contains 15 skills in raw Markdown format. Download as a ZIP to use offline, or view each skill individually. Works with ChatGPT, Claude, Gemini, and all major LLMs.
In this Pack
15 items
Productivityunknown

DAT-004-feature-engineer

Generated Conversational skill for Data Science. Focuses on execution and intent intelligence.

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Productivityunknown

DAT-069-data-augmenter

Generated Conversational skill for Data Science. Focuses on execution and intent intelligence.

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Productivityunknown

DAT-002-missing-value-imputer

Generated Analytical skill for Data Science. Focuses on execution and intent intelligence.

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Productivityunknown

DAT-050-confusion-matrix-analyzer

Generated Transformative skill for Data Science. Focuses on execution and intent intelligence.

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Productivityunknown

DAT-033-model-explainer-shap-lime

Generated Agentic skill for Data Science. Focuses on execution and intent intelligence.

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Productivityunknown

DAT-032-bias-detector

Generated Analytical skill for Data Science. Focuses on execution and intent intelligence.

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Productivityunknown

mlops-engineer

Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools.

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Automationunknown

ml-pipeline-workflow

Complete end-to-end MLOps pipeline orchestration from data preparation through model deployment.

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Productivityunknown

DAT-099-model-registry-handler

Generated Conversational skill for Data Science. Focuses on execution and intent intelligence.

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Productivityunknown

scikit-learn

Machine learning in Python with scikit-learn. Use for classification, regression, clustering, model evaluation, and ML pipelines.

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Productivityunknown

DAT-035-hyperparameter-tuner

Generated Transformative skill for Data Science. Focuses on execution and intent intelligence.

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Productivityunknown

DAT-100-experiment-tracker

Generated Transformative skill for Data Science. Focuses on execution and intent intelligence.

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AI & Agents

Machine Learning (Model Serving) Architect

High-power architectural assistant specializing in scaling inference with Triton/TFServing using modern infrastructure patterns.

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Productivityunknown

DAT-094-inference-optimizer

Generated Conversational skill for Data Science. Focuses on execution and intent intelligence.

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Productivityunknown

DAT-039-model-performance-tracker

Generated Conversational skill for Data Science. Focuses on execution and intent intelligence.

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Workflow Breakdown

data prep

  1. 01feature-engineer
  2. 02data-augmenter
  3. 03missing-value-imputer

evaluation

  1. 01confusion-matrix-analyzer
  2. 02model-explainer-shap-lime
  3. 03bias-detector

mlops

  1. 01mlops-engineer
  2. 02ml-pipeline-workflow
  3. 03model-registry-handler

model training

  1. 01scikit-learn
  2. 02hyperparameter-tuner
  3. 03experiment-tracker

serving

  1. 01ml-model-serving-architect
  2. 02inference-optimizer
  3. 03model-performance-tracker