Machine Learning & Artificial Intelligence Course
This course equips you with hands-on expertise in machine learning and AI. You will master data cleaning and exploration, feature engineering, model building and evaluation with logistic regression, trees, and forests, explaining predictions to stakeholders using SHAP and visuals, plus deploying, monitoring, and refining models for real business impact through A/B testing and ethical practices.
flexible workload of 4 to 360h
valid certificate in your country
What will I learn?
Gain practical skills in machine learning and AI, covering data loading, cleaning, validation, exploratory data analysis, feature engineering, binary classification using logistic regression, decision trees, and random forests. Learn model explainability, reporting, basic deployment, monitoring, and ethical considerations to build impactful predictive models.
Elevify advantages
Develop skills
- Build clean ML datasets by loading, validating, and preprocessing real-world data efficiently.
- Engineer effective features through encoding, scaling, and selection to enhance model performance.
- Train and tune classifiers like logistic regression, trees, and forests with robust validation techniques.
- Explain model predictions using SHAP values, feature importance, and stakeholder-friendly visuals.
- Deploy models, monitor for drift, and iterate using A/B tests to ensure ongoing reliability.
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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