Machine Learning Basics

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Free Online Course: Machine Learning Basics provided by Coursera is a comprehensive online course, which lasts for 4 weeks long, 15 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 Coursera. Machine Learning Basics is taught by Jae-kwang KIM.

Overview
  • In this course, you will:
    a) understand the basic concepts of machine learning.
    b) understand a typical memory-based method, the K nearest neighbor method.
    c) understand linear regression.
    d) understand model analysis.
    Please make sure that you’re comfortable programming in Python and have a basic knowledge of mathematics including matrix multiplications, and conditional probability.

Syllabus
    • The basic concepts of machine learning
    • The k-Nearest Neighbors
    • Linear Regression
    • Logistic Regression