Machine Learning

Artificial Intelligence
  • 14 Videos | 47m 12s
  • Includes Assessment
  • Earns a Badge
Likes 125 Likes 125
Sometimes agents must learn how to associate certain conditions with actions and outcomes. Explore the principles of machine learning and how to use it to make smarter agents.

WHAT YOU WILL LEARN

  • describe how AI learns and the different types of machine learning
    describe how examples can be used for learning
    describe decision trees and how the model expresses knowledge
    describe entropy and information gain for learning decision tree models
    describe how to choose attributes to learn a decision tree
    describe overfitting and how decision tree models can be made to mitigate this issue
    describe neural networks and how they apply to artificial intelligence
  • describe the structure of a neural network and its individual neurons
    list some of the common types of neural networks and what problems they might be good at solving
    describe how machine learning works with a perceptron
    describe how perceptron learning can be generalized to a multilayered neural network
    describe convolutional neural networks
    describe recurrent neural networks
    describe how a perceptron can learn how to achieve a particular result given a set of examples

IN THIS COURSE

  • Playable
    1. 
    How Computers Can Learn
    3m 31s
    UP NEXT
  • Playable
    2. 
    Learning From Examples
    3m 2s
  • Locked
    3. 
    Using Decision Trees
    1m 19s
  • Locked
    4. 
    Decision Tree Learning: Information Gain
    2m 5s
  • Locked
    5. 
    Decision Tree Learning: Choosing Attributes
    4m 43s
  • Locked
    6. 
    Overfitting
    2m 23s
  • Locked
    7. 
    Artificial Neural Networks
    2m 43s
  • Locked
    8. 
    Neural Network Structure
    2m 19s
  • Locked
    9. 
    Types of Neural Networks
    4m 19s
  • Locked
    10. 
    Perceptron Learning
    1m 24s
  • Locked
    11. 
    Deep Neural Networks
    3m 43s
  • Locked
    12. 
    Convolutional Neural Networks
    3m 15s
  • Locked
    13. 
    Recurrent Neural Networks
    3m 53s
  • Locked
    14. 
    Exercise: Make a Perceptron Learn From Examples
    2m 2s

EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE

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