machine-learning
538
dimensional-model-validator
Validates dimensional models against Kimball methodology best practices
a5c-ai
data-ai
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machine-learning
538
feature-engineering-optimizer
Optimizes feature engineering pipelines and feature store configurations
a5c-ai
data-ai
machine-learning
538
bentoml-model-packager
BentoML skill for model packaging, serving, and containerization.
a5c-ai
data-ai
machine-learning
538
fairlearn-bias-detector
Fairness assessment skill using Fairlearn for bias detection, mitigation, and compliance reporting.
a5c-ai
data-ai
machine-learning
538
optuna-hyperparameter-tuner
Optuna integration skill for automated hyperparameter optimization with advanced search strategies, pruning, multi-objective optimization, and visualization capabilities.
a5c-ai
data-ai
machine-learning
538
pytorch-trainer
PyTorch model training skill with custom training loops, gradient management, and GPU optimization.
a5c-ai
data-ai
machine-learning
538
ray-distributed-trainer
Distributed computing skill using Ray for parallel training, hyperparameter search, and resource management.
a5c-ai
data-ai
machine-learning
538
seldon-model-deployer
Seldon Core deployment skill for model serving, A/B testing, and canary deployments on Kubernetes.
a5c-ai
data-ai
machine-learning
538
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.
a5c-ai
data-ai
machine-learning
538
tensorflow-trainer
TensorFlow/Keras model training skill with callbacks, distributed strategies, and TensorBoard integration.
a5c-ai
data-ai
machine-learning
538
agent-based-simulator
Agent-based modeling skill for simulating complex adaptive systems with heterogeneous interacting agents
a5c-ai
data-ai
machine-learning
538
bayesian-network-analyzer
Bayesian network construction and inference skill for probabilistic reasoning, causal analysis, and belief updating
a5c-ai
data-ai
machine-learning
538
calibration-trainer
Probability calibration training skill for improving forecast accuracy and reducing overconfidence
a5c-ai
data-ai
machine-learning
538
genetic-algorithm-optimizer
Genetic algorithm skill for complex optimization problems with non-linear objectives or discontinuous search spaces
a5c-ai
data-ai
machine-learning
538
monte-carlo-engine
Monte Carlo simulation engine skill for probabilistic modeling, risk quantification, and uncertainty propagation
a5c-ai
data-ai
machine-learning
538
pre-mortem-facilitator
Pre-mortem analysis skill for prospective hindsight and failure mode identification
a5c-ai
data-ai
machine-learning
538
promethee-evaluator
PROMETHEE (Preference Ranking Organization Method for Enrichment Evaluation) skill for outranking-based multi-criteria analysis
a5c-ai
data-ai
machine-learning
538
reference-class-forecaster
Reference class forecasting skill to counter optimism bias using historical analogies
a5c-ai
data-ai
machine-learning
538
risk-distribution-fitter
Probability distribution fitting skill for calibrating uncertainty models from historical data or expert judgment
a5c-ai
data-ai
machine-learning
538
system-dynamics-modeler
System dynamics modeling skill for feedback loop analysis, stock-flow diagrams, and dynamic simulation
a5c-ai
data-ai