Artificial Intelligence Foundations: Thinking Machines

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Free Online Course: Artificial Intelligence Foundations: Thinking Machines 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: Thinking Machines is taught by Doug Rose.

Overview
  • Learn the key concepts behind artificial intelligence (AI), including strong and weak AI, approaches such as machine learning, and practical uses for new AI-enhanced technologies.

Syllabus
  • Introduction

    • Welcome
    1. What Is Artificial Intelligence?
    • Define general intelligence
    • The history of AI
    • Strong vs. weak AI
    • Plan AI
    2. The Rise of Machine Learning
    • Machine learning
    • Artificial neural networks
    • Perceptrons
    3. Finding the Right Approach
    • Match patterns
    • Data vs. reasoning
    • Unsupervised learning
    • Backpropagation
    • Regression
    4. Common AI Programs
    • Robotics
    • Natural language processing
    • The Internet of Things
    5. Mixing with Other Technologies
    • Big data
    • Data science
    6. Avoiding Pitfalls
    • Pitfalls
    Conclusion
    • Next steps