Course details

Model Management: Building Machine Learning Models & Pipelines

Model Management: Building Machine Learning Models & Pipelines


Overview/Description
Expected Duration
Lesson Objectives
Course Number
Expertise Level



Overview/Description

In this course, you will explore various approaches to building and implementing machine learning (ML) models and pipelines and will learn how to manage classification and regression problems. Begin this 11-video course by taking a look at the differences between ML models and ML algorithms. You will go on to learn about the different types of ML models and will then explore the approaches to developing and building them. Discover how to create and save ML models by using scikit-learn, and learn to recognize the various models that can be used to manage classification and regression problems. Explore how to build ML pipelines and then examine the prominent tools that can be used. You will learn how to implement scikit-learn ML pipelines, and in the final tutorial, learners will recall the steps involved in iterative machine learning model management and the associated benefits. In the concluding exercise, you will be asked to build ML models and pipelines by using scikit-learn.



Expected Duration (hours)
0.5

Lesson Objectives

Model Management: Building Machine Learning Models & Pipelines

  • Course Overview
  • recognize the differences between machine learning models and algorithms
  • identify the different types of machine learning models
  • describe the approaches and steps involved in developing machine learning models
  • create and save machine learning models using scikit-learn
  • list machine learning models that can be used to manage classification and regression problems
  • build machine learning pipelines
  • list prominent tools that can be used to build machine learning pipelines
  • implement machine learning pipelines using scikit-learn
  • recall the steps involved in iterative machine learning model management and the associated benefits
  • build machine learning models and pipelines using scikit-learn
  • Course Number:
    it_mlfdmmdj_01_enus

    Expertise Level
    Intermediate