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Machine Learning Fundamentals for Beginners

Master Machine Learning: From Basics to Regression Mastery with Microsoft Developer!

4.0 (14)
138 learners

What you'll learn

Understand the fundamentals and history of machine learning.
Learn how to set up the tools and environment necessary for building machine learning models.
Apply linear and logistic regression techniques to real-world datasets.
Analyze and visualize data effectively using tools like Matplotlib.

This course includes

  • 1 hours of video
  • Certificate of completion
  • Access on mobile and TV

Course content

1 modules • 17 lessons • 1 hours of video

Machine Learning Fundamentals for Beginners
17 lessons • 1 hours
  • Introduction to Machine Learning for Beginners [Part 1] | Machine Learning for Beginners03:22
  • The history of Machine Learning [Part 2] | Machine Learning for Beginners04:57
  • Techniques for Machine Learning [Part 3] | Machine Learning for Beginners04:07
  • Setup your tools ready to build Machine Learning models [Part 4] | Machine Learning for Beginners04:16
  • Introduction to Regression models for Machine Learning [Part 5] | Machine Learning for Beginners03:28
  • Set up Jupyter Notebooks to start building regression models [Pt 6] | Machine Learning for Beginners05:04
  • Your First Linear Regression Project in Python [Part 7] | Machine Learning for Beginners04:11
  • How to Analyze and Clean a Dataset [Part 8] | Machine Learning for Beginners03:32
  • How to Visualize Data with Matplotlib [Part 9] | Machine Learning for Beginners03:41
  • Understanding Linear Regression [Part 10] | Machine Learning for Beginners02:54
  • Looking for Correlation: The Key to Linear Regression [Part 11] | Machine Learning for Beginners03:35
  • Linear and Polynomial Regression using Scikit-learn [Part 12] | Machine Learning for Beginners05:01
  • Categorical Feature Predictions with Linear Regression [Part 13] | Machine Learning for Beginners03:46
  • Understanding Logistic Regression for Machine Learning Classification [Part 14] | ML for Beginners03:05
  • Data Analysis and Preparation for Logistic Regression [Part 15] | Machine Learning for Beginners05:11
  • Logistic Regression for classification of data [Part 16] | Machine Learning for Beginners04:50
  • Analyzing Logistic Regression Performance with ROC Curves [Part 17] | Machine Learning for Beginners04:37

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