1,300 skills from a5c-ai
development
Model documentation skill for generating model cards following Google's model card framework.
development
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.
data-ai
LIME-based local explanation skill for individual predictions across tabular, text, and image data.
devops
Kubeflow Pipelines skill for ML workflow orchestration, component management, and Kubernetes-native ML.
tools
Jupyter notebook execution skill for running notebooks programmatically and extracting outputs.
testing
Data quality validation skill using Great Expectations for schema validation, expectation suites, data documentation, and automated data quality checks in ML pipelines.
data-ai
Feature store management skill for online/offline feature serving, feature registration, and training-serving consistency.
data-ai
Fairness assessment skill using Fairlearn for bias detection, mitigation, and compliance reporting.
data-ai
Evidently AI skill for data drift detection, model performance monitoring, target drift analysis, and automated reporting for ML systems in production.
testing
Dataset versioning skill using DVC for tracking data changes, managing data pipelines, and ensuring reproducibility.
data-ai
BentoML skill for model packaging, serving, and containerization.
data-ai
Arize AI skill for production ML monitoring, embedding drift, and performance analysis.
development
Alibi explainability skill for counterfactual explanations, anchors, and trust scores.
content-media
Designs optimal windowing strategies for stream processing
testing
Analyzes and optimizes SQL queries across different data warehouse platforms (Snowflake, BigQuery, Redshift, Databricks) with platform-specific recommendations.
data-ai
Manages schema evolution and compatibility across data systems
tools
Generates Slowly Changing Dimension implementations across platforms
content-media
Designs and optimizes One Big Table (OBT) patterns
content-media
Designs and optimizes Apache Kafka topics and configurations
data-ai
Selects and configures optimal incremental model strategies