Lead Machine Learning Engineer, RELEX Solutions
Emmanuel Raj is a Finland-based Senior Machine Learning Engineer. He is a passionate ML Researcher, Software engineer, speaker and author. He is also a Lead ML Engineer at RELEX Solutions and a Researcher at Arcada University of Applied Sciences in Finland. Emmanuel is the author of the book "Engineering MLOps". The book covers industry best case practices and hands-on implementation to rapidly build, test and manage production-ready machine learning life cycles at scale. There is a big evolution happening in data science towards productionizing Machine Learning, and we are moving away from notebooks and model sharing to a collaborative way of working via MLOps.
You will learn hands-on implementation of the machine learning Ops (MLOps) pipeline to build, deploy and monitor machine learning models in production.
Intro to MLOps and the workflow
Clone code and register dataset
Develop a model and register it
Deploy the model on Kubernetes
Load testing with locust.io
Monitoring the model
Expected previous knowledge/experience, software, login access.
Expected knowledge: python, basics of machine learning
You should have access to a free Microsoft Azure subscription (with free $200): https://azure.microsoft.com/en-us/free/
A personal computer or laptop with a Linux or macOS is a plus.