Vendors

This course is designed to introduce three primary machine learning deployment strategies and illustrate the implementation of each strategy on Databricks. Following an exploration of the fundamentals of model deployment, the course delves into batch inference, offering hands-on demonstrations and labs for utilizing a model in batch inference scenarios, along with considerations for performance optimization. The second part of the course comprehensively covers pipeline deployment, while the final segment focuses on real-time deployment. Participants will engage in hands-on demonstrations and labs, deploying models with Model Serving and utilizing the serving endpoint for real-time inference.

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What You'll Learn

  • Model Deployment Fundamentals
  • Batch Deployment 
  • Pipeline Deployment 
  • Machine Learning Model Deployment Design Document

Who Should Attend

  • N/A
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Prerequisites

At a minimum, you should be familiar with the following before attempting to take this content:

  • Knowledge of fundamental machine learning models
  • Knowledge of model lifecycle and MLflow components
  • Familiarity with Databricks workspace and notebooks
  • Intermediate level knowledge of Python

Learning Journey

Coming Soon...

Model Deployment Fundamentals=

  • Model Deployment Strategies
  • Model Deployment with MLflow

Batch Deployment 

  • Introduction to Batch Deployment
  • Demo: Batch Deployment
  • Lab: Batch Deployment

Pipeline Deployment 

  • Introduction to Pipeline Deployment
  • Demo: Pipeline Deployment

Machine Learning Model Deployment Design Document

  • Introduction to Real-time Deployment
  • Databricks Model Serving
  • Demo: Real-time Deployment with Model Serving
  • Demo: Custom Model Deployment with Model Serving
  • Lab: Real-time Deployment with Model Serving

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Frequently Asked Questions (FAQs)

None

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Course Curriculum

Course Curriculum

Training Schedule

Training Schedule

Exam & Certification

Exam & Certification

FAQs

Frequently Asked Questions

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