SkillHub

ml-pipeline-starter

v1.0.0

使用 TensorFlow、PyTorch 或 Scikit-learn 构建部署生产级 ML 流水线，涵盖数据处理、模型训练、评估与部署。

Sourced from ClawHub, Authored by Sunshine-del-ux

Installation

Please help me install the skill `ml-pipeline-starter` from SkillHub official store. npx skills add Sunshine-del-ux/ml-pipeline-starter

ML Pipeline Starter

Build production ML pipelines.

Features

Data Processing

  • Data validation
  • Feature engineering
  • Data augmentation

Model Training

  • Hyperparameter tuning
  • Cross-validation
  • Model versioning

Evaluation

  • Metrics tracking
  • Bias detection
  • Performance monitoring

Deployment

  • Model serving
  • A/B testing
  • Rollback support

Quick Start

# Create pipeline
./ml-pipeline.sh create my-model

# Train
./ml-pipeline.sh train my-model

# Deploy
./ml-pipeline.sh deploy my-model production

Frameworks

  • TensorFlow
  • PyTorch
  • Scikit-learn

Requirements

  • Python 3.8+
  • Docker

Author

Sunshine-del-ux