MikeTreml/MissionControl - Página 33

a-b-test-statistical-analyzer

Performs statistical analysis for A/B testing experiments

Idioma do texto original: inglês

airflow-dag-analyzer

Analyzes, validates, and optimizes Apache Airflow DAGs for reliability, performance, and best practices adherence.

Idioma do texto original: inglês

apache-spark-optimizer

Analyzes and optimizes Apache Spark jobs for performance, cost, and resource utilization

Idioma do texto original: inglês

bi-semantic-layer-generator

Generates semantic layer definitions for BI tools from dimensional models

Idioma do texto original: inglês

cdc-pattern-implementer

Implements Change Data Capture patterns for real-time data integration

Idioma do texto original: inglês

cost-optimizer-cloud-data-platforms

Analyzes and optimizes costs for cloud data platforms

Idioma do texto original: inglês

data-catalog-enricher

Enriches data catalog entries with automated metadata

Idioma do texto original: inglês

data-lineage-mapper

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

Idioma do texto original: inglês

data-quality-profiler

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

Idioma do texto original: inglês

dbt-project-analyzer

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

Idioma do texto original: inglês

dimensional-model-validator

Validates dimensional models against Kimball methodology best practices

Idioma do texto original: inglês

feature-engineering-optimizer

Optimizes feature engineering pipelines and feature store configurations

Idioma do texto original: inglês

great-expectations-generator

Generates Great Expectations suites from data profiles and business rules

Idioma do texto original: inglês

incremental-model-strategy-selector

Selects and configures optimal incremental model strategies

Idioma do texto original: inglês

kafka-topic-designer

Designs and optimizes Apache Kafka topics and configurations

Idioma do texto original: inglês

obt-design-optimizer

Designs and optimizes One Big Table (OBT) patterns

Idioma do texto original: inglês

scd-implementation-generator

Generates Slowly Changing Dimension implementations across platforms

Idioma do texto original: inglês

schema-evolution-manager

Manages schema evolution and compatibility across data systems

Idioma do texto original: inglês

sql-query-optimizer

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

Idioma do texto original: inglês

stream-processing-windowing-designer

Designs optimal windowing strategies for stream processing

Idioma do texto original: inglês

alibi-explainer

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

Idioma do texto original: inglês

arize-observability

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

Idioma do texto original: inglês

bentoml-model-packager

BentoML skill for model packaging, serving, and containerization.

Idioma do texto original: inglês

dvc-dataset-versioning

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

Idioma do texto original: inglês

evidently-drift-detector

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

Idioma do texto original: inglês

fairlearn-bias-detector

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

Idioma do texto original: inglês

feast-feature-store

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

Idioma do texto original: inglês

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.

Idioma do texto original: inglês

jupyter-notebook-executor

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

Idioma do texto original: inglês

kubeflow-pipeline-executor

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

Idioma do texto original: inglês

lime-explainer

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

Idioma do texto original: inglês

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.

Idioma do texto original: inglês

model-card-generator

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

Idioma do texto original: inglês

optuna-hyperparameter-tuner

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

Idioma do texto original: inglês

pandas-dataframe-analyzer

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

Idioma do texto original: inglês

pytest-ml-tester

ML-specific testing skill using pytest with fixtures for data, models, and predictions.

Idioma do texto original: inglês

pytorch-trainer

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

Idioma do texto original: inglês

ray-distributed-trainer

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

Idioma do texto original: inglês

seldon-model-deployer

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

Idioma do texto original: inglês

shap-explainer

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

Idioma do texto original: inglês