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It's Your Data, Master It.
Real-time Machine Learning with Madlib
Overview
Skills Needed
Learn to deploy real-time machine learning models with Madlib. Explore stream processing, model serving, and online learning techniques with Madlib.
Intermediate knowledge of machine learning concepts
Familiarity with stream processing frameworks
Outline
Introduction to Real-time Machine Learning
Stream Processing Basics
Model Serving Architectures
Online Learning Techniques
Scalable Model Deployment with Madlib
Feature Engineering for Streaming Data
Anomaly Detection in Streaming Data
Model Monitoring and Management
Continuous Training Pipelines
Best Practices for Real-time ML with Madlib
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