Data Science Utils

Contents:

  • Installation Guide
  • AI Coding Skills
  • Math Utils
  • Metrics
  • Preprocess
  • Strings
  • Transformers
  • Unsupervised
  • XAI (Explainable AI)
  • Contributing
Data Science Utils
  • Data Science Utils
  • View page source

Data Science Utils

Data Science Utils extends the Scikit-Learn API and Matplotlib API to provide simple methods that simplify tasks and visualizations for data science projects.

Contents:

  • Installation Guide
    • 0. Preferred: Install using the skills installer script
    • 1. Install from PyPI
    • 2. Install from Source
    • 3. Install using Anaconda
    • Note on Dependencies
    • Staying Updated
  • AI Coding Skills
    • What Are Skills?
    • Quick Install
    • What the Installer Does
    • Cross-Client Compatibility
    • Step-by-Step Installation Guide
    • CLI Flags Reference
    • Manual Installation
    • Available Skills
    • Updating Skills
    • Troubleshooting
  • Math Utils
    • Safe Percentile
  • Metrics
    • Plot Confusion Matrix
    • Receiver Operating Characteristic (ROC) Curve with Probabilities (Thresholds) Annotations
    • Precision-Recall Curve with Probabilities (Thresholds) Annotations
    • Directional Metrics
    • Generate Error Analysis Report
    • Plot Metric Growth per Labeled Instances
    • Visualize Accuracy Grouped by Probability
    • Plot Error Analysis Chart
    • Regression Metrics
  • Preprocess
    • Visualization
    • Statistics
  • Strings
    • Append Tags to Frame
    • Significant Terms
  • Transformers
    • MultiLabelBinarizerTransformer
    • SentenceEmbeddingTransformer
  • Unsupervised
    • Plot Cluster Cardinality
    • Plot Cluster Magnitude
    • Magnitude vs. Cardinality
    • Optimum Number of Clusters
  • XAI (Explainable AI)
    • Draw Tree
    • Draw Dot Data
    • Generate Decision Paths
    • Plot Feature Importance
  • Contributing
    • How to Contribute
    • Coding Guidelines
    • Getting Help
    • Why Contribute?

Indices and tables

  • Index

  • Search Page

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