Big Data Machine Learning Course
This course equips learners with practical skills to build and deploy scalable machine learning systems for big data environments, focusing on recommendation models and production-ready pipelines.

4 to 360h flexible workload
certificate valid in your country
What will I learn?
The Big Data Machine Learning Course shows you how to design, train, deploy, and maintain large-scale recommendation models with confidence. Learn distributed data processing, storage, and training, advanced feature engineering, hyperparameter optimization, and real-time serving. Master monitoring, testing, security, and cost control so your ML systems stay fast, reliable, and aligned with business goals.
Elevify advantages
Develop skills
- Deploy ML at scale: ship, monitor, and tune low-latency recommendation APIs.
- Train distributed models: handle big data, embeddings, and memory limits fast.
- Engineer production features: build, validate, and serve large-scale feature pipelines.
- Optimize hyperparameters: run cost-aware, distributed HPO with modern tools.
- Harden ML systems: test, benchmark, secure, and control cost in real 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 are saying
Your classes are perfect. I purchased the one-year package and finally have the opportunity to follow various topics of interest without needing to switch platforms... I thank you for everything you do, I've already recommended you to other people...

Giulio CarloDigital Marketing Student
I like how the lessons are straight to the point and how I can change chapters and skip content I don't need.

Mariana FerresPhotography Student
I like the content and the presentation style and video transcription, which speeds up the process!

Luciana AlvarengaNail Design Student
The platform is fast, simple to use. The diversity of content and complementary videos really help with learning.

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