a5c-ai/babysitter - 第 8 页

cdc-pattern-implementer

Implements Change Data Capture patterns for real-time data integration

原文语言：英语

cost-optimizer-cloud-data-platforms

Analyzes and optimizes costs for cloud data platforms

原文语言：英语

data-catalog-enricher

Enriches data catalog entries with automated metadata

原文语言：英语

data-lineage-mapper

Extracts and maps data lineage from various sources including SQL, dbt, Airflow, and Spark, generating comprehensive lineage graphs for impact analysis.

原文语言：英语

data-quality-profiler

Profiles data assets to assess quality dimensions, detect anomalies, and generate comprehensive data quality reports with actionable recommendations.

原文语言：英语

dbt-project-analyzer

Analyzes dbt projects for best practices, performance, maintainability, and generates actionable recommendations for improvement.

原文语言：英语

dimensional-model-validator

Validates dimensional models against Kimball methodology best practices

原文语言：英语

feature-engineering-optimizer

Optimizes feature engineering pipelines and feature store configurations

原文语言：英语

great-expectations-generator

Generates Great Expectations suites from data profiles and business rules

原文语言：英语

incremental-model-strategy-selector

Selects and configures optimal incremental model strategies

原文语言：英语

kafka-topic-designer

Designs and optimizes Apache Kafka topics and configurations

原文语言：英语

obt-design-optimizer

Designs and optimizes One Big Table (OBT) patterns

原文语言：英语

scd-implementation-generator

Generates Slowly Changing Dimension implementations across platforms

原文语言：英语

schema-evolution-manager

Manages schema evolution and compatibility across data systems

原文语言：英语

sql-query-optimizer

Analyzes and optimizes SQL queries across different data warehouse platforms (Snowflake, BigQuery, Redshift, Databricks) with platform-specific recommendations.

原文语言：英语

stream-processing-windowing-designer

Designs optimal windowing strategies for stream processing

原文语言：英语

alibi-explainer

Alibi explainability skill for counterfactual explanations, anchors, and trust scores.

原文语言：英语

arize-observability

Arize AI skill for production ML monitoring, embedding drift, and performance analysis.

原文语言：英语

bentoml-model-packager

BentoML skill for model packaging, serving, and containerization.

原文语言：英语

dvc-dataset-versioning

Dataset versioning skill using DVC for tracking data changes, managing data pipelines, and ensuring reproducibility.

原文语言：英语

evidently-drift-detector

Evidently AI skill for data drift detection, model performance monitoring, target drift analysis, and automated reporting for ML systems in production.

原文语言：英语

fairlearn-bias-detector

Fairness assessment skill using Fairlearn for bias detection, mitigation, and compliance reporting.

原文语言：英语

feast-feature-store

Feature store management skill for online/offline feature serving, feature registration, and training-serving consistency.

原文语言：英语

great-expectations-validator

Data quality validation skill using Great Expectations for schema validation, expectation suites, data documentation, and automated data quality checks in ML pipelines.

原文语言：英语

jupyter-notebook-executor

Jupyter notebook execution skill for running notebooks programmatically and extracting outputs.

原文语言：英语

kubeflow-pipeline-executor

Kubeflow Pipelines skill for ML workflow orchestration, component management, and Kubernetes-native ML.

原文语言：英语

lime-explainer

LIME-based local explanation skill for individual predictions across tabular, text, and image data.

原文语言：英语

mlflow-experiment-tracker

MLflow integration skill for experiment tracking, model registry, and artifact management. Enables LLMs to log experiments, compare runs, manage model lifecycle, and retrieve artifacts through the MLflow API.

原文语言：英语

model-card-generator

Model documentation skill for generating model cards following Google's model card framework.

原文语言：英语

optuna-hyperparameter-tuner

Optuna integration skill for automated hyperparameter optimization with advanced search strategies, pruning, multi-objective optimization, and visualization capabilities.

原文语言：英语

pandas-dataframe-analyzer

Automated DataFrame analysis skill for statistical summaries, missing value detection, data type inference, and memory optimization recommendations.

原文语言：英语

pytorch-trainer

PyTorch model training skill with custom training loops, gradient management, and GPU optimization.

原文语言：英语

ray-distributed-trainer

Distributed computing skill using Ray for parallel training, hyperparameter search, and resource management.

原文语言：英语

seldon-model-deployer

Seldon Core deployment skill for model serving, A/B testing, and canary deployments on Kubernetes.

原文语言：英语

shap-explainer

SHAP-based model explainability skill for feature attribution, summary plots, and interaction analysis.

原文语言：英语

sklearn-model-trainer

Scikit-learn model training skill with cross-validation, hyperparameter tuning, pipeline construction, and model serialization. Enables automated ML model development using scikit-learn's comprehensive toolkit.

原文语言：英语

tensorflow-trainer

TensorFlow/Keras model training skill with callbacks, distributed strategies, and TensorBoard integration.

原文语言：英语

wandb-experiment-tracker

Weights & Biases integration skill for experiment tracking, hyperparameter sweeps, and artifact versioning.

原文语言：英语

whylabs-monitor

WhyLabs integration skill for ML observability, profile logging, and anomaly detection.

原文语言：英语

accessibility-test-runner

Run accessibility audits with axe-core and screen reader testing for desktop applications

原文语言：英语