Artificial Intelligence Foundations: Machine Learning

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Free Online Course: Artificial Intelligence Foundations: Machine Learning 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: Machine Learning is taught by Doug Rose.

Overview
  • Learn how to use machine learning to make better decisions and find patterns in your data.

Syllabus
  • Introduction

    • Welcome
    1. What Is Machine Learning?
    • What it means to learn
    • Work with data
    • Apply machine learning
    • Different types of machine learning
    2. Different Ways a Machine Learns
    • Supervised
    • Unsupervised
    • Semi-supervised
    • Reinforcement
    3. Popular Machine Learning Algorithms
    • Problems that use machine learning
    • Decision trees
    • k-nearest neighbor
    • K-mean clustering
    • Regression
    • Naive Bayes
    4. Applying Algorithms
    • Follow the data
    • Fit the data
    • Select the best algorithm
    5. Common Challenges
    • Machine learning challenges
    Conclusion
    • Next steps