Unsupervised Learning

Machine Learning    |    Beginner
  • 12 Videos | 25m 45s
  • Includes Assessment
  • Earns a Badge
Likes 49 Likes 49
Unsupervised learning can provide powerful insights on data without the need to annotate examples. Explore unsupervised learning, clustering, anomaly detection, and dimensional reduction.

WHAT YOU WILL LEARN

  • describe unsupervised learning and some of the problems it can solve
    describe rule association and how the Apriori algorithm performs tasks
    use the Apriori algorithm for rule association in Python
    describe clustering and the types of problems it applies to
    describe the k-means clustering algorithm
    use scikit-learn to build clusters in Python
  • describe anomaly detection, the types of problems solved with anomaly detection, and some approaches to anomaly detection
    use scikit-learn to perform anomaly detection
    describe the problems with dimensionality and why efforts to reduce dimensionality should be taken
    describe principal component analysis for dimensionality reduction
    use scikit-learn to perform dimensionality reduction
    perform dimensionality reduction and clustering tasks in Python

IN THIS COURSE

  • Playable
    1. 
    What Is Unsupervised Learning?
    2m 22s
    UP NEXT
  • Playable
    2. 
    Rule Association
    1m 44s
  • Locked
    3. 
    A Priori in Python
    3m 22s
    FREE ACCESS
  • Locked
    4. 
    Clustering
    1m 39s
    FREE ACCESS
  • Locked
    5. 
    K-means Clustering
    1m 48s
    FREE ACCESS
  • Locked
    6. 
    Clustering in Python
    1m 38s
    FREE ACCESS
  • Locked
    7. 
    Anomaly Detection
    2m 20s
    FREE ACCESS
  • Locked
    8. 
    Anomaly Detection in Python
    2m 5s
    FREE ACCESS
  • Locked
    9. 
    Dimensionality Reduction
    2m 1s
    FREE ACCESS
  • Locked
    10. 
    Principal Component Analysis
    1m 36s
    FREE ACCESS
  • Locked
    11. 
    Dimensionality Reduction in Python
    3m 6s
    FREE ACCESS
  • Locked
    12. 
    Exercise: Unsupervised Learning in Python
    2m 5s
    FREE ACCESS

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

CHANNEL Machine Learning - AWS Learning
Likes 8 Likes 8  
BOOK Responsible Data Science
BOOK Introduction to Statistical and Machine Learning Methods for Data Science

PEOPLE WHO VIEWED THIS ALSO VIEWED THESE

COURSE Building ML Training Sets: Preprocessing Datasets for Classification
Likes 29 Likes 29  
COURSE Introduction to Machine Learning & Supervised Learning
Likes 155 Likes 155  
COURSE Data Considerations in Analytics
Likes 190 Likes 190