AI & ML Course
This course equips you with essential AI and ML skills for predicting customer churn in subscriptions. Delve into data exploration, model building and evaluation, prediction explanations, and deploying monitored systems. Cover key metrics, A/B testing, drift detection, and CI/CD pipelines to deliver production-ready ML solutions that drive business success.
flexible workload of 4 to 360h
valid certificate in your country
What will I learn?
Gain practical skills in AI and ML to transform subscription data into accurate churn predictions ready for production. Master problem framing, feature engineering, imbalance handling, model comparison, explainability, bias detection, deployment strategies, monitoring, drift detection, and A/B testing for reliable, compliant models.
Elevify advantages
Develop skills
- Deploy ML models to production with robust APIs, batch processing, and safe rollout strategies.
- Master churn prediction by defining targets, selecting metrics, and managing class imbalance.
- Engineer effective features using time, monetary, and behavioural data for accurate predictions.
- Apply model explainability techniques like SHAP and PDPs to derive actionable insights.
- Implement monitoring, drift detection, alerts, and tests to maintain stable ML performance.
Suggested summary
Before starting, you can change the chapters and the workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.What our students say
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