AI & ML Course
Dive into AI and ML for predicting customer churn in subscriptions. Explore data, create and assess models, interpret results, and launch monitored production systems. Master key metrics, A/B experiments, drift checks, and CI/CD pipelines for dependable, production-grade machine learning that drives business success.
from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
This course offers a quick, hands-on journey from subscription data to accurate churn forecasts in live systems. You'll define the challenge, create strong features, manage data imbalance, and evaluate models properly. Plus, gain skills in model explanations, bias detection, deployment strategies, monitoring, drift spotting, and A/B tests to keep models reliable, fair, and business-focused.
Elevify advantages
Develop skills
- Deploy ML to production: build solid APIs, batch processes, and secure rollouts quickly.
- Excel in churn prediction: set targets, select metrics, and balance classes effectively.
- Engineer practical features: craft time-based, value-driven, and behavioural predictors.
- Apply model explainability: leverage SHAP and PDPs to convert insights into decisions.
- Monitor and detect drift: implement metrics, alerts, and checks for reliable models.
Suggested summary
Before starting, you can change the chapters and 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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