Large Scale Machine Learning Course
Dive into large-scale machine learning for production systems. Gain skills in scalable data ingestion, distributed training, real-time feature engineering, low-latency serving with ANN, plus monitoring, governance, and cost optimisation to run robust ML pipelines powering top tech products.
from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
This course teaches you to build, train, and deploy high-performance recommendation models at massive scale. Master data pipelines, feature engineering, ANN serving, and operational best practices for reliable ML systems handling millions of users.
Elevify advantages
Develop skills
- Design scalable recommenders using two-tower models, ANN, and matrix factorisation.
- Train models efficiently at scale with negative sampling and hyperparameter tuning.
- Implement low-latency serving via feature stores, ANN search, and A/B testing.
- Engineer features for batch and streaming with Spark, Kafka, and Parquet.
- Operationalise ML platforms with monitoring, cost management, governance, and 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 lessons are perfect. I purchased the one-year package and finally have the opportunity to follow various topics of my interest without needing to change 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 way videos are presented and transcribed, which speeds up the process!
Luciana AlvarengaNail Design Student
The platform is fast, simple to use. The diversity of content and complementary videos help a lot with learning.
André FelipePrompt Engineering Student
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