📊Analyse de données

Build a feature engineering pipeline

Create reproducible preprocessing pipelines

Design an A/B test report

Report A/B test results

Write an ML system design

Design production ML systems

Apply dimensionality reduction

Reduce high-dimensional data

Encode categorical variables

Encode categorical features

Implement shadow deployment

Safely deploy new ML models

Build an ML training pipeline

Automate ML training pipelines

Write an ML experiment tracking setup

Track ML experiments with MLflow

Write a data analysis memo

Share analysis findings formally

Create an automated EDA report

Generate EDA reports automatically

Build an interactive EDA dashboard

Create interactive data exploration tools

Translate technical metrics for stakeholders

Explain model metrics to business