Advanced Machine Learning Course
Dive into practical machine learning by framing prediction challenges, extracting key features from user event streams, optimising models through hyperparameter tuning and deployment, addressing data imbalances and drift issues, and building resilient production pipelines that drive impactful tech solutions in dynamic settings.
from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
This course equips you with skills to tackle 7-day conversion predictions, craft strong features from event data, and manage class imbalances using effective sampling. You'll evaluate model types, fine-tune parameters, set optimal thresholds, and create dependable training processes. It also covers deploying, monitoring, and retraining models to ensure they stay precise and ready for real-world use in production environments.
Elevify advantages
Develop skills
- Design, deploy, and monitor production ML pipelines for quick, reliable model rollout.
- Transform raw event logs into impactful features for better predictions.
- Optimise tree-based and deep learning models using intelligent hyperparameter search.
- Master time-series data handling with proper framing, splitting, and validation.
- Implement ML monitoring to detect drift, track metrics, and enable timely retraining.
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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