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Practical Machine Learning

Build, evaluate, and communicate responsible machine-learning models for structured business problems.

4.9

Keep building skills that move your work forward.

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(1,396 ratings)
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English

Created by Nidool Demo Instructor · Updated Jul 2026

Practical Machine LearningPremium course

₦42,000

₦560

Secure, backend-verified checkout

Course content

3 modules

Flexible schedule

4h 15m

Experience level

Advanced

Credential

Shareable certificate

AboutOutcomesCurriculumInstructorReviewsFAQs

About this course

Build practical, career-ready expertise

Build, evaluate, and communicate responsible machine-learning models for structured business problems. Work through focused lessons, practical activities, and guided resources at a pace that fits your schedule.

Data scientists
Advanced analysts
Software engineers integrating predictive models

Course details

Assessments

9 learning activities

Language

English · 3 subtitle options

Learning format

Self-paced online course

Outcomes

What you'll learn

Prepare features for supervised learning
Compare models with suitable metrics
Prevent common leakage and overfitting
Document a responsible model delivery

Skills you'll gain

Machine learningscikit-learnModel evaluation

Course content

There are 3 modules in this course

Move through 12 lessons and activities designed to turn new ideas into practical knowledge.

Problem and target definition: Guided lesson

Video · Preview

28m

Feature preparation: Professional field guide

Article

12m

Modeling foundations knowledge check

Quiz

10m

Meet your instructor

NI

Nidool Demo Instructor

Machine Learning practitioner and Academy instructor

4.9 instructor rating 0 learners

An experienced practitioner focused on helping learners apply machine learning through clear methods, realistic projects, and professional feedback.

Learner feedback

What learners are saying

4.9

1,396 ratings

Overall learner satisfaction

Be among the first learners to review this course.

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Responsible AI
Module quizzes
Applied projects
Final test
Quizzes
Assignments

Before you begin

  • Python and pandas proficiency
  • Foundational statistics

Train, validation, and test design: Applied practice lab

Assignment

35m

Earn a course certificate

Add this credential to your profile and share your achievement.

Instructor

NI

Nidool Demo Instructor

Machine Learning practitioner and Academy instructor

4.9 instructor rating 0 learners Independent instructor
View profile
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