Mastering Image Segmentation with PyTorch

Master the art of image segmentation with PyTorch with hands-on training and real-world projects

4.45 (47 reviews)
Udemy
platform
English
language
Data Science
category
instructor
Mastering Image Segmentation with PyTorch
390
students
5 hours
content
Feb 2024
last update
$64.99
regular price

What you will learn

implement multi-class semantic segmentation with PyTorch on a real-world dataset

get familiar with different architectures like UNet, FPN

understand theoretical background, e.g. on upsampling, loss functions, evaluation metrics

perform data preparation to reshape inputs to appropriate format

Why take this course?

Welcome to "Mastering Image Segmentation with PyTorch"! In this course, you will learn everything you need to know to get started with image segmentation using PyTorch.

Image segmentation is a key technology in the field of computer vision, which enables computers to understand the content of an image at a pixel level. It has numerous applications, including autonomous vehicles, medical imaging, and augmented reality.

This course is designed for both beginners and experts in the field of computer vision. If you are a beginner, we will start with the basics of PyTorch and how to use it for simple modeling. Then, you will learn how to implement popular semantic segmentation models such as FPN or U-Net.

By the end of this course, you will have the skills and knowledge to tackle real-world semantic segmentation projects using PyTorch.

So why wait? Join me today and take the first step towards mastering image segmentation with PyTorch!


In my course I will teach you:

  • Tensor handling

    • creation and specific features of tensors

    • automatic gradient calculation (autograd)

  • Modeling introduction, incl.

    • Linear Regression from scratch

    • understanding PyTorch model training

    • Batches

    • Datasets and Dataloaders

    • Hyperparameter Tuning

    • saving and loading models

  • Convolutional Neural Networks

    • CNN theory

    • layer dimension calculation

    • image transformations

  • Semantic Segmentation

    • Architecture

    • Upsampling

    • Loss Functions

    • Evaluation Metrics

    • Train a Semantic Segmentation Model on a custom Dataset


Enroll right now to learn some of the coolest techniques and boost your career with your new skills.


Best regards,

Bert

Screenshots

Mastering Image Segmentation with PyTorch - Screenshot_01Mastering Image Segmentation with PyTorch - Screenshot_02Mastering Image Segmentation with PyTorch - Screenshot_03Mastering Image Segmentation with PyTorch - Screenshot_04

Reviews

Güray
February 4, 2023
I had this course to brush up on my knowledge of image segmentation. The instructor was clear to cover topic with theoric and coding parts. I would like to make constructive criticism, the links showing in the videos could be added to corresponding video resources. Thanks.
Gunnar
January 19, 2023
Excellent course! The teacher's explanations were clear and on point, and the course covered a wide range of information related to image segmentation with PyTorch. Highly recommended for anyone interested in this topic.

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5067492
udemy ID
1/7/2023
course created date
1/30/2023
course indexed date
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