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Ambrosia 0.5.1 documentation
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Quickstart

  • Installation
  • Ambrosia in a Nutshell
  • Usage

Core Functionality

  • Data Preprocessing
    • Aggregation
    • Outliers removal
    • Simple metric transformations
    • Advanced metric transformations
    • Preprocessor
    • Ambrosia data preprocessing tools overview
    • Ambrosia advanced metric transformation tools overview
    • Chain Preprocessor class overview
    • Example of an artificial experiment with CUPED transformation
  • Experiment Design
    • Example of the Designer class usage for A/B test parameters calculation
    • Binary metric A/B test design example using Ambrosia
    • Overview of Ambrosia Designer class Spark data support
  • Groups Splitting
    • Example of the Splitter class usage for solving group splitting problem
    • Overview of Ambrosia Splitter class Spark data support
  • Effect Measurement
    • Example of the Tester class usage for evaluation of the effect
    • Overview of Ambrosia Tester class Spark data support

Develop

  • Development
    • Contributing Guide
    • Security Policy
  • Release Notes
  • Authors

Usage examples

  • Pandas Data Examples
    • Ambrosia data preprocessing tools overview
    • Ambrosia advanced metric transformation tools overview
    • Chain Preprocessor class overview
    • Example of the Designer class usage for A/B test parameters calculation
    • Binary metric A/B test design example using Ambrosia
    • Example of the Splitter class usage for solving group splitting problem
    • Example of the Tester class usage for evaluation of the effect
    • Ambrosia in action. Building a simple A/B pipeline on synthetic data
    • Split groups
    • Example of an artificial experiment with CUPED transformation
  • Spark Data Examples
    • Overview of Ambrosia Designer class Spark data support
    • Overview of Ambrosia Splitter class Spark data support
    • Overview of Ambrosia Tester class Spark data support

Project Links

  • GitHub Repository
  • PyPI
  • Telegram Chat
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Spark Data ExamplesΒΆ

  • Overview of Ambrosia Designer class Spark data support
  • Overview of Ambrosia Splitter class Spark data support
  • Overview of Ambrosia Tester class Spark data support
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Ambrosia in action. Building a simple A/B pipeline on synthetic data
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