Machine Learning Development Course
Gain expertise in the complete machine learning lifecycle, from preparing data and training models to deploying, monitoring, and governing them. Learn to deliver reliable, impactful customer prediction models that meet real business needs. This course covers sourcing, cleaning data, engineering features, training classifiers with Python and scikit-learn, validation techniques, business metrics, threshold choices, model interpretation, API packaging, reproducibility, privacy, and post-deployment monitoring for practical results.
flexible workload of 4 to 360h
valid certificate in your country
What will I learn?
This course teaches sourcing, cleaning, and engineering customer data, training, tuning, and comparing binary classifiers using Python and scikit-learn. Learn strong validation, business metrics, threshold selection, model interpretation, packaging into APIs, reproducibility, privacy compliance, and monitoring after deployment for real-world reliability.
Elevify advantages
Develop skills
- Build strong ML pipelines: clean data, create features, manage imbalance quickly.
- Train and tune models: compare algorithms, optimise hyperparameters, select best ones.
- Design production-ready ML APIs: save models, check inputs, secure endpoints.
- Evaluate models using business metrics: ROC-AUC, PR-AUC, F1, cost trade-offs.
- Monitor deployed models: spot drift, log tests, schedule 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
Your classes are perfect. I got the one-year package and finally have the chance to follow several topics I'm interested in without having to switch platforms... I appreciate everything you do, I've already recommended you to others...
Giulio CarloDigital Marketing Student
I like how the lessons are straight to the point and how I can switch chapters and skip content I don't need.
Mariana FerresPhotography Student
I like the content and the way the videos are presented and transcribed, which speeds up the process!
Luciana AlvarengaNail Design Student
The platform is fast and easy to use. The variety of content and the supplementary videos really help with learning.
Giulio CarloPrompt Engineering Student
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