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所在平台: Udemy |
课程主页: https://www.udemy.com/course/mastering-image-segmentation-with-pytorch/
课程评论：没有评论
**课程名称：** 使用 PyTorch 精通图像分割 **课程概述：** 本课程旨在教授学员掌握使用 PyTorch 实现图像分割的技术。图像分割是计算机视觉领域的一项核心技术，使计算机能够对图像内容进行像素级的理解，广泛应用于自动驾驶、医学影像和增强现实等领域。 **课程内容：** * **PyTorch 基础：** * Tensor 的创建与特性 * 自动梯度计算 (Autograd) * 模型构建入门，包括从头开始实现线性回归 * PyTorch 模型训练 * Batch 处理 * Datasets 与 Dataloaders * 超参数调优 * 模型保存与加载 * **卷积神经网络 (CNN)：** * CNN 理论 * 层维度计算 * 图像变换 * **语义分割：** * 模型架构 (如 FPN, U-Net) * 上采样方法 * 损失函数 * 评估指标 * **实践应用：** * 在自定义数据集上训练语义分割模型 **目标学员：** 本课程适合计算机视觉领域的初学者和专家。初学者将从 PyTorch 的基础知识学起，逐步深入到实现流行的语义分割模型。 **学习成果：** 完成本课程后，学员将具备使用 PyTorch 解决实际语义分割问题的技能和知识。
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 handlingcreation and specific features of tensorsautomatic gradient calculation (autograd)Modeling introduction, incl. Linear Regression from scratchunderstanding PyTorch model trainingBatchesDatasets and DataloadersHyperparameter Tuningsaving and loading modelsConvolutional Neural NetworksCNN theorylayer dimension calculationimage transformationsSemantic SegmentationArchitectureUpsamplingLoss FunctionsEvaluation MetricsTrain a Semantic Segmentation Model on a custom DatasetEnroll right now to learn some of the coolest techniques and boost your career with your new skills.Best regards,Bert
