Machine Learning Foundations (Beginner): Build Your First Models

Learn the fundamentals of machine learning and build your first models using a practical, step-by-step approach.

No reviews yet

... English
... Certificate Course
... 0 Students
... 10h 30m

Course Overview

About This Course

This course introduces machine learning with a practical mindset. You will learn the standard ML workflow, build baseline models, evaluate results properly, and avoid common beginner mistakes.

What You Will Learn

  • Core ML concepts: features, labels, training, testing
  • Regression and classification basics
  • Train/test split and cross-validation
  • Key metrics (accuracy, precision/recall, RMSE)
  • Overfitting, underfitting, and improving models

Duration

Estimated completion time: 8–12 hours (self-paced).

Projects

You will build at least 2 models: one regression and one classification model.

See more

Requirment

  • Basic Python knowledge (variables, functions, and lists)

  • A computer that can run Python (local or cloud notebook)

  • Curiosity and willingness to practice

Outcomes

  • Understand the machine learning workflow end-to-end

  • Train and evaluate regression and classification models

  • Use metrics correctly and interpret results

  • Avoid common pitfalls like data leakage and overfitting

Instructor

...
Dr. Kay

1.8

  • ... 13 Students
  • ... 92 Courses
  • ... 2 Reviews

View Details

Reviews

Rate this course :

Remove all
...

Free

... Enroll Now
  • ...

    Students

    0
  • ...

    Language

    English
  • ...

    Duration

    10h 30m
  • Level

    beginner
  • ...

    Expiry period

    Lifetime
  • ...

    Certificate

    yes
Share :