Machine Learning Development Course
This course equips you with practical skills to develop, deploy, and maintain machine learning models for real-world applications using Python and scikit-learn, focusing on data preparation, model training, evaluation, API integration, and post-deployment monitoring.

flexible workload from 4 to 360h
valid certificate in your country
What will I learn?
This Machine Learning Development Course teaches you how to gather, clean, and prepare customer data, then train, adjust, and compare binary classifiers using Python and scikit-learn. You will learn strong validation methods, business-oriented metrics, threshold choices, and model explanations, then package models into APIs, ensure they can be repeated, meet privacy needs, and track performance after deployment for dependable, practical results.
Elevify advantages
Develop skills
- Build strong ML pipelines: clean data, create features, and manage imbalance quickly.
- Train and adjust models: compare algorithms, fine-tune hyperparameters, select the best.
- Design production-ready ML APIs: save models, check inputs, and secure requests.
- Evaluate models with business-focused metrics: ROC-AUC, PR-AUC, F1, and cost considerations.
- Monitor deployed models: spot drift, record experiments, and schedule 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
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 extra videos really help with learning.

Giulio CarloPrompt Engineering Student
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