Advanced Machine Learning Course
This course covers advanced techniques in machine learning, including framing prediction problems, feature engineering from event streams, handling class imbalance, model comparison and tuning, and production deployment with monitoring and retraining.

from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
The Advanced Machine Learning Course teaches you how to frame a 7-day conversion prediction problem, engineer powerful features from event streams, and handle class imbalance with robust sampling strategies. You will compare model families, tune hyperparameters, choose thresholds, and design reliable training workflows. Finally, you learn deployment, monitoring, and retraining practices to keep models accurate and production-ready.
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
As suas aulas são perfeitas. Adquiri o pacote de um ano e, finalmente, tenho a oportunidade de acompanhar diversos temas do meu interesse sem precisar mudar de plataforma... agradeço por tudo o que fazem, já recomendei vocês a outras pessoas...

Giulio CarloAluno de Marketing Digital
Eu gosto de como as lições são direto ao ponto e como eu consigo alterar capítulos e pular conteúdos que não preciso.

Mariana FerresAluna de Fotografia
Gosto do conteúdo e do modo de apresentação e transcrição de vídeos, o que acelera o processo!

Luciana AlvarengaAluna de Design de Unhas
A plataforma é rápida, simples de usar. A diversidade de conteúdo e os vídeos complementares ajudam muito no aprendizado.

Giulio CarloAluno de Engenharia de Prompt
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