Artificial Intelligence Foundations: Neural Networks

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Free Online Course: Artificial Intelligence Foundations: Neural Networks provided by LinkedIn Learning is a comprehensive online course, which lasts for 1-2 hours worth of material. The course is taught in English and is free of charge. Upon completion of the course, you can receive an e-certificate from LinkedIn Learning. Artificial Intelligence Foundations: Neural Networks is taught by Doug Rose.

Overview
  • Learn the key concepts behind artificial neural networks. Discover how to configure a neural network and use that network to find patterns in massive data sets.

Syllabus
  • Introduction

    • Welcome
    1. What Are Artificial Neural Networks?
    • Use a neural network
    • Multilayer perceptrons
    • Make decisions with neurons
    2. Neural Networks for Machine Learning
    • Find complex patterns
    • Feed data into the network
    • Use hidden layers
    • Add weights
    • Determine the activation level
    • Give the neurons an activation bias
    3. Configuring the Neural Network
    • Initialize your network
    • Improve your network's accuracy
    • Use back propagation for errors
    • Move backwards to help the network learn
    • Tune your network
    • Link your learning with the chain rule
    4. Using the Neural Network to Find Patterns
    • Classify massive data sets
    • Cluster your data into groups
    • Avoid serious challenges
    Conclusion
    • Next steps