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
As suas aulas são perfeitas. Adquiri o pacote de um ano e, finalmente, tenho a oportunidade de acompanhar diversos temas do meu interesse sem precisar mudar de plataforma... agradeço por tudo o que fazem, já recomendei vocês a outras pessoas...
Giulio CarloAluno de Marketing Digital
Eu gosto de como as lições são direto ao ponto e como eu consigo alterar capítulos e pular conteúdos que não preciso.
Mariana FerresAluna de Fotografia
Gosto do conteúdo e do modo de apresentação e transcrição de vídeos, o que acelera o processo!
Luciana AlvarengaAluna de Design de Unhas
A plataforma é rápida, simples de usar. A diversidade de conteúdo e os vídeos complementares ajudam muito no aprendizado.
Giulio CarloAluno de Engenharia de Prompt
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