Advanced Machine Learning Course
Gain expertise in practical machine learning by learning to define prediction tasks, engineer features from user events, optimise tree and deep learning models, manage data imbalances and drift, and build reliable pipelines for deploying impactful tech solutions in real-world scenarios.
flexible workload of 4 to 360h
valid certificate in your country
What will I learn?
This course covers framing 7-day conversion predictions, creating strong features from event data, managing class imbalance via sampling, comparing models, hyperparameter tuning, threshold selection, workflow design, and deployment with monitoring and retraining for production models.
Elevify advantages
Develop skills
- Design, deploy, and monitor production ML pipelines efficiently.
- Engineer features from event streams using user log data.
- Optimise advanced models with intelligent hyperparameter search.
- Master temporal data validation and evaluation techniques.
- Implement ML observability to detect drift and enable retraining.
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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