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This is a statistical inference where we look at the advert industry and the sales that they make based on some factors that are included in the advert.

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Desmondonam/abtest-mlops

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"#abtest-mlops"

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Task Overview

The tasks for this project are divided into several key components:

A/B Testing Framework:

  • Understanding A/B testing principles
  • Classical vs. sequential A/B testing analysis
  • Statistical significance and hypothesis testing

A/B Testing with Machine Learning:

  • Setting up MLOps environment
  • Data versioning and reproducibility
  • Training ML models (Logistic Regression, Decision Trees, XGBoost)
  • Hyperparameter tuning and model evaluation

Interpretation & Reporting:

  • Comparing A/B testing and machine learning approaches
  • Presentation of analysis results
  • Recommendations and limitations

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This is a statistical inference where we look at the advert industry and the sales that they make based on some factors that are included in the advert.

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