📊Analyse de données

Perform cohort analysis

Analyze user retention by cohort

Build an ML training pipeline

Automate ML training pipelines

Normalize features for deep learning

Prepare data for deep learning

Analyze feature importance

Understand model feature importance

Explain model predictions with SHAP

Make model predictions explainable

Handle concept drift in models

Maintain model performance over time

Containerize an ML model

Package ML models for deployment

Create a data strategy proposal

Propose data initiatives strategically

Build an interactive EDA dashboard

Create interactive data exploration tools

Compute feature correlations with target

Identify predictive features

Write an ML system design

Design production ML systems

Translate technical metrics for stakeholders

Explain model metrics to business