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Machine Learning Fundamentals [Python]

  • Understanding Machine Learning for Data Science in python. Best skill to get in free time.
  • Free tutorial
  • Rating: 3.7 out of 53.7 (126 ratings)
  • 11,106 students
  • 1hr of on-demand video
  • Created by Rishi Bansal


What you’ll learn

  • What is basically Machine Learning? How Machine Learns?
  • Learn the most Basic Mathematics behind Simple Linear Regression and its Best fit line.
  • What is Gradient Descent, how it works Internally with full Mathematical explanation.


  • For Machine Learning Concept no prerequisite. Anyone can do this course.
  • Understanding of Data Preprocessing is required for Coding.
  • After completing this course, you can connect to me on my blog for any question.
  • Python is required to do the coding part


This course is designed to understand basic Concept of Machine Learning.  Anyone can opt for this course. No prior understanding of Machine Learning is required.  Simple Linear Regression Concepts are covered in detail. Coding part is not covered, however wherever possible I have attached the code in the resources.

Now question is why this course?

This Course will not only teach you the basics of Machine learning and Simple Linear Regression. It will also cover in depth mathematical explanation of Cost function and use of Gradient Descent for Simple Linear Regression. Understanding these is must for a solid foundation before entering into Machine Learning World. This foundation will help you to understand all other algorithms and mathematics behind it.

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Who this course is for:

  • Anyone who is looking or dont know from where to start Machine Learning can opt for this course.
  • This will provide a good foundation in understanding concept of Machine Learning.

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Course content

2 sections • 9 lectures • 59m total lengthCollapse all sections

Introduction to Machine Learning3 lectures • 28min

  • What is Machine Learning?11:41
  • Types of Machine Learning07:25
  • Supervised Learning08:52

Supervised Learning: Regression6 lectures • 32min

  • Best Fit Line06:40
  • Simple Linear Regression: Concept05:38
  • Ordinary Least Square(OLS)03:05
  • Gradient Descent: Mathematics Behind it08:58
  • Gradient Descent: Learning Rate03:41
  • Gradient Descent: Algorithm03:49

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