HomeCoursesBasic Pytorch Tensor Manipulation for Machine Learning

4.4

Beginner

Basic Pytorch Tensor Manipulation for Machine Learning

This course teaches you how to create, manipulate, and understand tensors for machine learning using PyTorch.

Join 2.8M developers at

Overview

Content

Reviews

Tensors form the fundamental building block of the PyTorch ecosystem. Various components, such as network layers, loss function, gradient descent, and optimizer rely on underlying tensor operations. In this course, you will get a comprehensive overview of tensors starting with how to create one. You will learn the many different types of tensors as well as how to concatenate and manipulate them by selecting elements, changing the shape, and more. By the end of this course, you will have a basic understanding of how to work with PyTorch tensors and what they allow you to do.

Tensors form the fundamental building block of the PyTorch ecosystem. Various components, such as network layers, loss function,...Show More

Content

12 Lessons1 Quiz

Selecting Elements from a Tensor

Changing the Shape of a Tensor

Concatenating tensors

Element-wise Mathematical Operations on Tensors

Reduction and Comparison

Matrix Vector Multiplication

Saving and loading tensors

Quiz

Certificate of Completion

Showcase your accomplishment by sharing your certificate of completion.

Course Author:

Neko Yan

Developed by MAANG Engineers

Every Educative lesson is designed by a team of ex-MAANG software engineers and PhD computer science educators, and developed in consultation with developers and data scientists working at Meta, Google, and more. Our mission is to get you hands-on with the necessary skills to stay ahead in a constantly changing industry. No video, no fluff. Just interactive, project-based learning with personalized feedback that adapts to your goals and experience.

Trusted by 2.8 million developers working at companies

"Tensor manipulation is crucial in Deep Learning (DL), and this course teaches efficient techniques for handling tensors."

Kyaw Pyiyt Htet

Cyber Threat Intelligence Analyst @ Help AG

"These are high-quality courses. Trust me the price is worth it for the content quality. Educative came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"

Anthony Walker

@_webarchitect_

"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"

Evan Dunbar

ML Engineer

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Personalized Interview Prep

Skip the LeetCode grind with a custom roadmap that adapts to your goals. Hands-on practice for Coding Interviews, System Design, and more.

Mock Interviews

Test your skills in a simulated interview setting. Receive personalized feedback based on your performance. Available for Coding Interviews, System Design, and more.

AI Prompt

Build prompt engineering skills. Practice implementing AI-informed solutions.

Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

Explain with AI

Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.

AI Code Mentor

AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!

Free Resources

Learn in-demand tech skills in half the time