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Introduction to Neural Networks with PyTorch

Learn the fundamentals of neural networks with Python and PyTorch, and then use your new skills to create your own image classifier—an application that will first train a deep learning model on a dataset of images and then use the trained model to classify new images.

  • Course
  • Beginner
  • 17 hours
  • Updated: Feb 2, 2026

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Skills you'll learn

8 skills

  • Gradient descent
  • AI algorithms in Python
  • Training neural networks
  • NumPy
  • Backpropagation

Prerequisites

5 prerequisites

Prior to enrolling, you should have the following knowledge:

  • Basic descriptive statistics
  • Python for data science
  • Basic probability
  • Linear algebra
  • Multivariable calculus

You will also need to be able to communicate fluently and professionally in written and spoken English.

Course Outline

  • 6 lessons
  • 1 project

Program Instructors

3 instructors

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

Luis Serrano, PhD

ML Engineer and Quantum AI Research Scientist

Mat Leonard

Senior Data Engineer, Octave

Erick Galinkin

Principal AI Researcher

Luis Serrano, PhD

ML Engineer and Quantum AI Research Scientist

Mat Leonard

Senior Data Engineer, Octave

Erick Galinkin

Principal AI Researcher

Subscription · Monthly

  • Cancel Anytime
  • Unlimited access to hundreds of top-rated courses
  • Hands-on projects with expert feedback
  • Personalized career coaching and interview prep
  • Program Certificates

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