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Getting Started

  • Why Giskard?
  • Quickstart
  • Key vulnerabilities
    • Performance Bias
    • Unrobustness
    • Overconfidence
    • Underconfidence
    • Unethical behaviour
    • Data Leakage
    • Stochasticity
    • Spurious correlation

Guides

  • 📥 Install the Giskard Python Library
  • 📦 Wrap your dataset
  • 🎁 Wrap your ML model
  • 🔍 Scan your ML model
  • 🔪 Identify data slices
  • 🔄 Define data transformations
  • 🧪 Test your ML model
  • 🗣️Talk to your model
  • 🚀 Execute your test suite in your CI/CD pipeline
  • 🌐 Run the Giskard Server
    • Installation in AWS
    • Installation in GCP
    • Installation in Azure
    • Installation in Hugging Face Spaces
  • ⬆️ Upload an object to the Giskard server
  • 🧑‍💻Contribute to Giskard
    • How to configure local development environment
    • Giskard architecture
    • Configuration

Tutorials

  • By ML libraries
    • Scikit-learn
    • XGBoost
    • LightGBM
    • TensorFlow
    • PyTorch
    • HuggingFace
    • LangChain
    • API
  • By ML tasks
    • Classification
    • Regression
    • Text generation
  • By data types
    • Tabular
    • Text

Reference

  • API reference
    • Command-line interface
      • Setup a ngrok account
    • Models
      • Base model classes
      • Catboost models
      • Prediction function
      • HuggingFace models
      • Langchain models
      • Pytorch models
      • Sklearn models
      • Tensorflow models
    • Dataset
    • Tests
      • Metamorphic tests
      • Statistical tests
      • Performance tests
      • Drift tests
    • Test suite
    • Slicing functions
    • Transformation functions
    • Push feature
  • Catalog
    • 📖 Test catalog
      • Classification tests
      • Regression tests
    • 🔪 Slicing function catalog
    • 🪄 Transformation function catalog

Integrations

  • Integrations
    • MLflow
      • MLFlow Example - Tabular
      • MLFlow Example - LLM
    • Weights and Biases
      • Notebook Example - Tabular
    • Giskard on HF Spaces
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🔪 Slicing function catalog#

  • Textual slicing function

    • short_comment_slicing_fn

    • keyword_lookup_slicing_fn

    • positive_sentiment_analysis

    • offensive_sentiment_analysis

    • irony_sentiment_analysis

    • hate_sentiment_analysis

    • emotion_sentiment_analysis

  • Numerical slicing function - outlier_filter

Next
🪄 Transformation function catalog
Previous
Regression tests
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