CoursesAI & Data ScienceMachine Learning Tutorial
IntermediateFree
4.7(2,076 reviews)

Machine Learning Tutorial

Learn Machine Learning from beginner to advanced with practical examples, supervised learning, evaluation, feature engineering, and model deployment concepts.

60 Lessons
Step by step
25 Hours
Estimated duration
15.9K
Students enrolled
Certificate
Upon completion
Start Learning Free

What You'll Learn

Machine Learning Foundations Introduction
Machine Learning Foundations Core Concepts
Machine Learning Foundations Workflow Patterns
Machine Learning Foundations Practical Examples
Machine Learning Foundations Best Practices
Data Preparation Introduction

Course Content

60 lessons • 25 hours total
Course Progress0% Complete

Practice editor is inside each lesson

Open any lesson to use the Try It Yourself editor with course-specific practice code.

Open First Lesson
01

Module 1

5 lessons • 75 minutes

Try It Yourself available

Try It Yourself
Machine Learning Foundations IntroductionTry It Yourself available
9:07Try It Yourself
Machine Learning Foundations Core ConceptsTry It Yourself available
11:17Try It Yourself
Machine Learning Foundations Workflow PatternsTry It Yourself available
13:27Try It Yourself
Machine Learning Foundations Practical ExamplesTry It Yourself available
15:37Try It Yourself
Machine Learning Foundations Best PracticesTry It Yourself available
17:47Try It Yourself
02

Module 2

5 lessons • 75 minutes

Try It Yourself available

Try It Yourself
Data Preparation IntroductionTry It Yourself available
15:42Try It Yourself
Data Preparation Core ConceptsTry It Yourself available
17:52Try It Yourself
Data Preparation Workflow PatternsTry It Yourself available
19:02Try It Yourself
Data Preparation Practical ExamplesTry It Yourself available
9:12Try It Yourself
Data Preparation Best PracticesTry It Yourself available
11:22Try It Yourself
03

Module 3

5 lessons • 75 minutes

Try It Yourself available

Try It Yourself
Supervised Learning IntroductionTry It Yourself available
9:17Try It Yourself
Supervised Learning Core ConceptsTry It Yourself available
11:27Try It Yourself
Supervised Learning Workflow PatternsTry It Yourself available
13:37Try It Yourself
Supervised Learning Practical ExamplesTry It Yourself available
15:47Try It Yourself
Supervised Learning Best PracticesTry It Yourself available
17:57Try It Yourself
04

Module 4

5 lessons • 75 minutes

Try It Yourself available

Try It Yourself
Regression Models IntroductionTry It Yourself available
15:52Try It Yourself
Regression Models Core ConceptsTry It Yourself available
17:02Try It Yourself
Regression Models Workflow PatternsTry It Yourself available
19:12Try It Yourself
Regression Models Practical ExamplesTry It Yourself available
9:22Try It Yourself
Regression Models Best PracticesTry It Yourself available
11:32Try It Yourself
05

Module 5

5 lessons • 75 minutes

Try It Yourself available

Try It Yourself
Classification Models IntroductionTry It Yourself available
9:27Try It Yourself
Classification Models Core ConceptsTry It Yourself available
11:37Try It Yourself
Classification Models Workflow PatternsTry It Yourself available
13:47Try It Yourself
Classification Models Practical ExamplesTry It Yourself available
15:57Try It Yourself
Classification Models Best PracticesTry It Yourself available
17:07Try It Yourself
06

Module 6

5 lessons • 75 minutes

Try It Yourself available

Try It Yourself
Model Evaluation IntroductionTry It Yourself available
15:02Try It Yourself
Model Evaluation Core ConceptsTry It Yourself available
17:12Try It Yourself
Model Evaluation Workflow PatternsTry It Yourself available
19:22Try It Yourself
Model Evaluation Practical ExamplesTry It Yourself available
9:32Try It Yourself
Model Evaluation Best PracticesTry It Yourself available
11:42Try It Yourself
07

Module 7

5 lessons • 75 minutes

Try It Yourself available

Try It Yourself
Feature Engineering IntroductionTry It Yourself available
9:37Try It Yourself
Feature Engineering Core ConceptsTry It Yourself available
11:47Try It Yourself
Feature Engineering Workflow PatternsTry It Yourself available
13:57Try It Yourself
Feature Engineering Practical ExamplesTry It Yourself available
15:07Try It Yourself
Feature Engineering Best PracticesTry It Yourself available
17:17Try It Yourself
08

Module 8

5 lessons • 75 minutes

Try It Yourself available

Try It Yourself
Overfitting and Regularization IntroductionTry It Yourself available
15:12Try It Yourself
Overfitting and Regularization Core ConceptsTry It Yourself available
17:22Try It Yourself
Overfitting and Regularization Workflow PatternsTry It Yourself available
19:32Try It Yourself
Overfitting and Regularization Practical ExamplesTry It Yourself available
9:42Try It Yourself
Overfitting and Regularization Best PracticesTry It Yourself available
11:52Try It Yourself
09

Module 9

5 lessons • 75 minutes

Try It Yourself available

Try It Yourself
Unsupervised Learning IntroductionTry It Yourself available
9:47Try It Yourself
Unsupervised Learning Core ConceptsTry It Yourself available
11:57Try It Yourself
Unsupervised Learning Workflow PatternsTry It Yourself available
13:07Try It Yourself
Unsupervised Learning Practical ExamplesTry It Yourself available
15:17Try It Yourself
Unsupervised Learning Best PracticesTry It Yourself available
17:27Try It Yourself
10

Module 10

5 lessons • 75 minutes

Try It Yourself available

Try It Yourself
Pipelines and Workflow IntroductionTry It Yourself available
15:22Try It Yourself
Pipelines and Workflow Core ConceptsTry It Yourself available
17:32Try It Yourself
Pipelines and Workflow Workflow PatternsTry It Yourself available
19:42Try It Yourself
Pipelines and Workflow Practical ExamplesTry It Yourself available
9:52Try It Yourself
Pipelines and Workflow Best PracticesTry It Yourself available
11:02Try It Yourself
11

Module 11

5 lessons • 75 minutes

Try It Yourself available

Try It Yourself
Deployment Concepts IntroductionTry It Yourself available
9:57Try It Yourself
Deployment Concepts Core ConceptsTry It Yourself available
11:07Try It Yourself
Deployment Concepts Workflow PatternsTry It Yourself available
13:17Try It Yourself
Deployment Concepts Practical ExamplesTry It Yourself available
15:27Try It Yourself
Deployment Concepts Best PracticesTry It Yourself available
17:37Try It Yourself
12

Module 12

5 lessons • 75 minutes

Try It Yourself available

Try It Yourself
Projects and Best Practices IntroductionTry It Yourself available
15:32Try It Yourself
Projects and Best Practices Core ConceptsTry It Yourself available
17:42Try It Yourself
Projects and Best Practices Workflow PatternsTry It Yourself available
19:52Try It Yourself
Projects and Best Practices Practical ExamplesTry It Yourself available
9:02Try It Yourself
Projects and Best Practices Best PracticesTry It Yourself available
11:12Try It Yourself

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Requirements

  • No prior coding experience needed
  • A computer with internet access
  • Any modern web browser (Chrome, Firefox, Safari)
  • Text editor (VS Code recommended)

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Instructor

Instructor Ali Moavia
Ali Moavia
Senior Web Developer

Full-stack developer with 3+ years of experience. Passionate about teaching web technologies.

50K+ students
12 courses

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