📊Analyse de données

Set up model monitoring

Monitor production models

Write an executive summary of findings

Communicate results to executives

Build an ML training pipeline

Automate ML training pipelines

Build a model serving API

Serve ML models via REST API

Compare multiple classifiers

Find the best model for a classification task

Build a stacking ensemble

Build ensemble models

Tune hyperparameters with Optuna

Optimize model hyperparameters

Write an ML system design

Design production ML systems

Create distribution comparison plots

Compare feature distributions

Detect data drift

Monitor model input data drift

Design an A/B test report

Report A/B test results

Encode categorical variables

Encode categorical features