Gain insights into PyTorch3D's role in XR and AI. Delve into camera parameters, rendering pipelines, and 3D data formats. Learn about PointNet, Mesh R-CNN, and Neural Radiance Fields.
Join 2.6 million developers at
Table of Contents
Learner Reviews
Related Content
Course Overview
With the surge in XR, 3D printing, and the Metaverse, 3D is extremely popular. Likewise, investment in AI is growing exponentially in most industrial sectors. PyTorch3D is the leading machine learning framework that bridges the gap between AI and 3D. It is essential for tools that generate 3D models from single images and 3D rooms from text prompts.
After an introduction to PyTorch3D, you’ll learn how 2D images are formed from a 3D world, covering camera parameters, projection models, etc. Next, you’ll ex...Show More
With the surge in XR, 3D printing, and the Metaverse, 3D is extremely popular. Likewise, investment in AI is growing exponential...Show More
WHAT YOU'LL LEARN
Understanding of fundamental computer graphics concepts
Working knowledge of computer vision and machine learning techniques for graphics
Ability to apply machine learning techniques to 3D data
Familiarity with techniques to transform, render, and manipulate 3D data
Hands-on experience building machine learning applications using PyTorch3D
Understanding of fundamental computer graphics concepts
Show more
TAKEAWAY SKILLS
Deep Learning
Python
PyTorch basics
Machine Learning
Course Content
37 Lessons5 Quizzes1 Assessment1 Challenge
1.
Getting Started
4 Lessons
Get familiar with 3D machine learning, PyTorch3D framework, and foundational machine learning concepts.
Dive into diverse 3D deep learning techniques, including batching, mesh deformation, PnP, ICP, graph convolution, voxel branches, and positional encoding.
Trusted by 2.6 million developers working at companies
"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc 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
"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."
Carlos Matias La Borde
Software Developer
"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"
Souvik Kundu
Front-end Developer
"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."
Vinay Krishnaiah
Software Developer
"I've tried probably 5-7 different sites and Educative is easily the best. It perfectly blends explanation with interactivity"
Eric Downs
Musician/Entrepeneur
Hands-on Learning Powered by AI
See how Educative uses AI to make your learning more immersive than ever before.
Instant 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.
AI-Powered Mock Interviews
Put your skills to the test in a simulated interview setting. Receive personalized feedback based on your performance. Available in Premium & Premium Plus plans.
Adaptive Learning
At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.
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!
