udacity.com

Learn to build powerful models in this Machine Learning Nanodegree with PyTorch. Master supervised, unsupervised, and deep learning techniques through projects involving customer segmentation and image classification.

  • Nanodegree Program
  • Intermediate
  • 49 hours
  • 4.7 (251)
  • Updated: Aug 11, 2026

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  • Unlimited access to hundreds of top-rated courses
  • Hands-on projects with expert feedback
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  • Program Certificates

Skills you'll learn

33 skills

  • Naive bayes classifiers
  • Gaussian mixture models
  • Model evaluation
  • Support vector machines
  • Decision trees
  • Single linkage clustering
  • Dimensionality reduction
  • Market segmentation

Prerequisites

9 prerequisites

Program Outline

  • 12 courses
  • 74 lessons
  • 3 projects

Program Instructors

9 instructors

Unlike typical professors, our instructors come from Fortune 500 and Global 2000 companies and have demonstrated leadership and expertise in their professions:

Josh Bernhard

Staff Data Scientist

Mat Leonard

Senior Data Engineer, Octave

Andrew Paster

Instructor

Jennifer Staab

Instructor

Dan Romuald Mbanga

Instructor

Cezanne Camacho

Curriculum Lead

Sean Carrell

Instructor

Jay Alammar

Instructor

Luis Serrano, PhD

ML Engineer and Quantum AI Research Scientist

Josh Bernhard

Staff Data Scientist

Mat Leonard

Senior Data Engineer, Octave

Andrew Paster

Instructor

Jennifer Staab

Instructor

Dan Romuald Mbanga

Instructor

Reviews

Average Rating: 4.7 (251 Reviews)

Easy to follow material and clear instructions. There is a lot of information to get through but worth it in the long run. The projects are explained well also, and the feedback for any improvements is great and effective and prompt. Great place for any leader to looking to introduce AI into their business to complete.

M

Mark O'Brien

Jun 21, 2026

awesome, very useful

M

Malik Yasir Abbas

Jun 18, 2026

It´s a great way to AI world for corporate leaders who work with AI but are non-technicals

M

Mariano Mattioni

Jun 12, 2026

Excellent course for business leaders. It provides a clear, structured understanding of generative AI, from fundamentals to practical applications. The content is easy to follow and highly relevant for real-world decision-making. Especially valuable for leaders looking to drive AI adoption with the right strategy, governance, and use case prioritization

M

Maneeploy Kiatsuriyasak

Jun 3, 2026

Was really helpful. Covered all the high level over views.

G

Gopichand Matcha

Jun 2, 2026

Read the original on udacity.com ↗