Advanced Machine Learning Course
Gain expertise in practical machine learning by framing prediction challenges, extracting potent features from event streams, fine-tuning and deploying models, managing data drift and class imbalances, and building resilient production pipelines for impactful tech solutions. Delve into advanced strategies that elevate your ML capabilities for real-world applications.
from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
This course equips you to structure 7-day conversion forecasts, craft strong features from event data, and tackle class imbalance using solid sampling methods. Compare model types, refine hyperparameters, set optimal thresholds, and create dependable training processes. Conclude with deployment, monitoring, and retraining techniques ensuring models stay precise and ready for production environments.
Elevify advantages
Develop skills
- Production ML pipelines: design, deploy, and monitor robust models fast.
- Event-based feature engineering: turn raw user logs into powerful signals.
- Advanced model tuning: optimize tree and deep models with smart search.
- Temporal validation mastery: frame, split, and evaluate time-aware data.
- ML observability & drift: track performance, detect shifts, and retrain.
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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