Skill Path

Build Deep Learning Models with PyTorch

Learn to build neural networks and deep neural networks for tabular data, text, and images with PyTorch.

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This skill path includes
This skill path includes
  • Skill level

    Intermediate
  • Time to complete

    Average based on combined completion rates — individual pacing in lessons, projects, and quizzes may vary
     
    10 hours
  • Projects

    5
  • Prerequisites

    3 courses
     
    We suggest you complete the following courses before you get started with Build Deep Learning Models with PyTorch:
    • Learn Python 3
    • Learn Intermediate Python 3
    • Machine Learning: Introduction to Regression

About this skill path

PyTorch is one of the most powerful and widely used open-source deep learning frameworks in the world today. In this Skill Path, you’ll gain hands-on experience building neural networks from scratch with PyTorch and training them on real-world datasets. You’ll learn core concepts like tensors, loss functions, optimization algorithms, and proper model evaluation techniques. Along the way, you’ll encounter various specialized tasks like tabular regression/classification, text classification, text generation, and image classification. By the end, you’ll have created multiple deep learning projects to strengthen your portfolio and prepare for roles like machine learning engineer and data scientist.

Skills you'll gain

  • Build and train neural network architectures with PyTorch
  • Work with a variety of data types like tabular data, text data, and image data
  • Evaluate the neural networks using appropriate metrics

Syllabus

8 units • 5 lessons • 5 projects • 5 quizzes
  • 1

    Welcome to the PyTorch Skill Path

    Get started with the PyTorch Skill Path.

  • 2

    Intro to PyTorch and Neural Networks

    Getting started with the fundamentals of PyTorch and neural networks!

  • 3

    PyTorch for Classification

    Building neural networks for classification tasks with PyTorch.

  • 4

    Text Classification with PyTorch

    Building neural networks for text classification with PyTorch.

  • 5

    Generating Text with PyTorch

    Building neural networks for text generation with PyTorch.

  • 6

    Image Classification with PyTorch

    Building neural networks for image classification with PyTorch.

  • 7

    PyTorch Portfolio Project

    Create a PyTorch project for your portfolio.

  • Certificate of completion available with Plus or Pro

    Earn a certificate of completion and showcase your accomplishment on your resume or LinkedIn.

The platform

Hands-on learning

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Earn a certificate of completion

Show your network you've done the work by earning a certificate of completion for each course or path you finish.
  • Show proofReceive a certificate that demonstrates you've completed a course or path.
  • Build a collectionThe more courses and paths you complete, the more certificates you collect.
  • Share with your networkEasily add certificates of completion to your LinkedIn profile to share your accomplishments.

Reviews from learners

  • The progress I have made since starting to use codecademy is immense! I can study for short periods or long periods at my own convenience - mostly late in the evenings.
    Chris
    Codecademy Learner @ USA
  • I felt like I learned months in a week. I love how Codecademy uses learning by practice and gives great challenges to help the learner to understand a new concept and subject.
    Rodrigo
    Codecademy Learner @ UK
  • Brilliant learning experience. Very interactive. Literally a game changer if you're learning on your own.
    John-Andrew
    Codecademy Learner @ USA

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How it works

Skill paths help you level-up

  1. Get a specialized skill

    Want to level up at work? Gain a practical, real-world skill that you can use right away to stand out at your job.
  2. Get step-by-step guidance

    We guide you through exactly where to start and what to learn next to build a new skill.
  3. Get there quickly

    We’ve hand-picked the content in each Skill Path to fast-track your journey and help you gain a new skill in just a few months.

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What's included in skill paths

  • Practice Projects

    Guided projects that help you solidify the skills and concepts you're learning.
  • Assessments

    Auto-graded quizzes and immediate feedback help you reinforce your skills as you learn.
  • Certificate of Completion

    Earn a document to prove you've completed a course or path that you can share with your network.