Applying Machine Learning

Machine Learning
  • 13 Videos | 38m 32s
  • Includes Assessment
  • Earns a Badge
Likes 57 Likes 57
Applying machine learning to problems can be a difficult task because of all the different models that are offered. Discover how to evaluate and select machine learning models and apply machine learning to a problem.

WHAT YOU WILL LEARN

  • describe the two main types of error in machine learning models and the tradeoff between them
    describe how to use cross-validation to show how generalized a model is
    describe cross-validation in Python to obtain strong evaluation scores
    describe different metrics that can be used to evaluate binary classification models
    describe different metrics that can be used to evaluate non-binary classification models
    describe common evaluation metrics for evaluating classification models
    describe different metrics that can be used to evaluate regression models
  • describe how to use Python to calculate common evaluation methods
    describe AWS machine learning
    set up an AWS environment and import data sources
    create a model with AWS
    set training criteria with AWS and train a model
    describe how to evaluate different models and select one

IN THIS COURSE

  • Playable
    1. 
    Bias and Variance
    2m 22s
    UP NEXT
  • Playable
    2. 
    Cross-validation
    1m 26s
  • Locked
    3. 
    Cross-validation in Python
    1m 49s
  • Locked
    4. 
    Metrics for Binary Classification Models
    2m 59s
  • Locked
    5. 
    Metrics for Non-binary Classification Models
    1m 38s
  • Locked
    6. 
    Classification Metrics in Python
    3m 1s
  • Locked
    7. 
    Metrics for Regression Models
    1m 29s
  • Locked
    8. 
    Regression Metrics in Python
    1m 35s
  • Locked
    9. 
    Introduction to AWS Machine Learning
    2m 12s
  • Locked
    10. 
    Setting Up an AWS Environment for Machine Learning
    3m 18s
  • Locked
    11. 
    Creating a Model in AWS
    3m 25s
  • Locked
    12. 
    Training a Model and Making Predictions in AWS
    5m 7s
  • Locked
    13. 
    Exercise: Evaluate and Select Models
    2m 11s

EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE

Skillsoft is providing you the opportunity to earn a digital badge upon successful completion of this course, which can be shared on any social network or business platform

Digital badges are yours to keep, forever.

YOU MIGHT ALSO LIKE

PEOPLE WHO VIEWED THIS ALSO VIEWED THESE