Udemy - Testing and Monitoring Machine Learning Model Deployments torrent

Testing and Monitoring Machine Learning Model Deployments
https://DevCourseWeb.com

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz
Language: English | Size: 2.75 GB | Duration: 8h 19m

ML testing strategies, shadow deployments, production model monitoring and more

What you'll learn
Machine Learning System Unit Testing
Machine Learning System Integration Testing
Machine Learning System Differential Testing
Shadow Deployments (also known as Dark/Decoy launches)
Statistical Techniques for Assessing Shadow Deployments
Monitoring ML System with Metrics (Prometheus & Grafana)
Monitoring ML Systems with Logs (Kibana & the Elastic Stack)
The Theory Around Continuous Delivery for Machine Learning

Requirements
Comfortable with Python
Familiar with Scikit-Learn, Pandas, Numpy
Comfortable with Data Science Fundamentals
Can use Git version control
Basic knowledge of Docker
This is an advanced course
Description
Learn how to test & monitor production machine learning models.