Big Data Machine Learning Course
Gain expertise in big data machine learning for practical recommendation systems. Master distributed data processing, feature stores, scalable training, hyperparameter tuning, and low-latency deployment to develop dependable, high-performance ML solutions for production environments. This course equips you with skills to handle real-world challenges in large-scale ML deployments effectively.

flexible workload of 4 to 360h
valid certificate in your country
What will I learn?
This Big Data Machine Learning Course teaches designing, training, deploying, and maintaining large-scale recommendation models confidently. You will learn distributed data processing, storage, training, advanced feature engineering, hyperparameter optimisation, and real-time serving. Additionally, master monitoring, testing, security, and cost control to ensure ML systems remain fast, reliable, and business-aligned.
Elevify advantages
Develop skills
- Deploy ML models at scale: deliver, monitor, and optimise low-latency recommendation APIs.
- Train distributed models: manage large datasets, embeddings, and memory constraints efficiently.
- Engineer production features: create, validate, and deliver large-scale feature pipelines.
- Optimise hyperparameters: execute cost-effective, distributed HPO using modern tools.
- Strengthen ML systems: test, benchmark, secure, and manage costs in live workloads.
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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