Machine Learning Foundations

Regression, trees, neural nets and how to evaluate them honestly.

4.4 (5 reviews) 25 students 12 lessons 31.5 hours English advanced

Created by Dr. Hassan Raza

PKR 14,900.00 PKR 22,900.00 35% off
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  • Lifetime access
  • Learn on any device
  • Certificate of completion
  • 30-day money-back guarantee

What you'll learn

Master the Basics — what learning means and more
Master core Algorithms — linear and logistic regression and more
Master neural Networks — perceptrons to deep nets and more
Master in Production — model evaluation and more
Build a portfolio-ready project from scratch
Earn a verifiable certificate of completion

Course content

4 sections · 12 lessons

  • What learning means Preview 9 min
  • Train/test discipline 18 min
  • Feature engineering 13 min

  • Linear and logistic regression 8 min
  • Decision trees 19 min
  • Ensembles 24 min
  • Support vector machines 18 min

  • Perceptrons to deep nets 15 min
  • Training tricks 20 min
  • Overfitting and regularisation 12 min

  • Model evaluation 7 min
  • Serving predictions 14 min

Description

Regression, trees, neural nets and how to evaluate them honestly.

This course is built around projects rather than theory. Every section ends with something you have actually built, and every lesson is short enough to finish in a single sitting.

You will work through the same decisions professionals make daily — what to build first, what to skip, and how to tell when something is finished. By the end of "Machine Learning Foundations" you will have a portfolio piece you can show to an employer or a client, plus a certificate you can verify publicly.

Lifetime access, downloadable resources and a Q&A section where the instructor actually answers.

Requirements

  • A computer with an internet connection
  • No prior experience required — we start from the basics
  • A willingness to build projects along the way

Student reviews

4.4
5 reviews
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AH
Amara Hussain
· Aug 13, 2026
Clear, practical, worth it

I had tried two other courses on this before and gave up on both. This one finally made it stick — short lessons, real examples.

AS
Areeba Silva
· Jun 4, 2026
Really solid

Strong material and well organised. A couple of sections could use more examples, but I still came away able to build things.

SM
Sofia Malik
· May 20, 2026
Really solid

Really clear teaching. I would have liked downloadable exercises for the middle section, otherwise excellent.

PN
Priya Novak
· Feb 9, 2026
Exactly what I needed

The projects made everything click. The instructor explains the why, not just the how, and the pace is spot on.

BH
Bilal Haddad
· Jul 16, 2025
Learned a lot

Strong material and well organised. A couple of sections could use more examples, but I still came away able to build things.

Certification

Complete all 12 lessons and your certificate is issued automatically with a unique verification number.

5 certificates issued

Live classes

2 live sessions scheduled with the instructor — included with your enrolment.

  • New student orientation 18 Aug, 7:00 PM
  • Live Q&A — bring your blockers 28 Aug, 8:00 PM

Save with a bundle

This course is included in:

Data Science Career Track PKR 19,900.00

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