| File Name: | 3D Gaussian Splatting from Scratch — PyTorch-Only |
| Content Source: | https://www.udemy.com/course/3d-gaussian-splatting |
| Genre / Category: | Programming |
| File Size : | 11.5 GB |
| Publisher: | Maxime Vandegar |
| Updated and Published: | November 8, 2025 |
Unlock the full potential of 3D Gaussian Splatting (3DGS) by building the entire pipeline from scratch using Python and PyTorch — no CUDA, no libraries, just clear, modular, and research-friendly code.
In this course, you’ll dive deep into the cutting-edge neural rendering technique of 3D Gaussian Splatting, gaining hands-on experience with every component:
- Parse COLMAP outputs for camera poses and sparse reconstructions
- Understand and implement 3D Gaussian primitives as scene representations
- Build a trainable neural rendering pipeline that models view-dependent radiance
- Code the training loop and optimization strategy for Gaussian splatting
- Create a real-time differentiable renderer that produces photorealistic images
- Explore visualization techniques for complex 3D data
This course is perfect for researchers, graduate students, and developers who want to:
- Understand every detail of the 3D Gaussian Splatting algorithm
- Gain a clean, flexible PyTorch implementation that can be easily extended for experiments
- Avoid the complexity of C++/CUDA while still achieving state-of-the-art results
- Build a strong foundation in neural rendering and 3D computer vision from a practical coding perspective
What you’ll need to succeed:
- Python programming skills
- Familiarity with PyTorch and NumPy
By the end of the course, you’ll have a full working implementation of 3D Gaussian Splatting that you can modify, extend, and use as a foundation for your own research or projects.
DOWNLOAD LINK: 3D Gaussian Splatting from Scratch — PyTorch-Only
3D_Gaussian_Splatting_from_Scratch_PyTorch-Only.part01.rar – 1000.0 MB
3D_Gaussian_Splatting_from_Scratch_PyTorch-Only.part02.rar – 1000.0 MB
3D_Gaussian_Splatting_from_Scratch_PyTorch-Only.part03.rar – 1000.0 MB
3D_Gaussian_Splatting_from_Scratch_PyTorch-Only.part04.rar – 1000.0 MB
3D_Gaussian_Splatting_from_Scratch_PyTorch-Only.part05.rar – 1000.0 MB
3D_Gaussian_Splatting_from_Scratch_PyTorch-Only.part06.rar – 1000.0 MB
3D_Gaussian_Splatting_from_Scratch_PyTorch-Only.part07.rar – 1000.0 MB
3D_Gaussian_Splatting_from_Scratch_PyTorch-Only.part08.rar – 1000.0 MB
3D_Gaussian_Splatting_from_Scratch_PyTorch-Only.part09.rar – 1000.0 MB
3D_Gaussian_Splatting_from_Scratch_PyTorch-Only.part10.rar – 1000.0 MB
3D_Gaussian_Splatting_from_Scratch_PyTorch-Only.part11.rar – 1000.0 MB
3D_Gaussian_Splatting_from_Scratch_PyTorch-Only.part12.rar – 501.9 MB
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