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所在平台: Udemy |
课程主页: https://www.udemy.com/course/pinns-using-nvidia-modulus/
课程评论：没有评论
**课程名称：** PINNs 使用 NVIDIA Modulus **课程概述：** 本课程是一门入门课程，旨在帮助您掌握使用 NVIDIA Modulus 这一强大的框架来解决物理信息神经网络 (PINNs)。我们将从 PINNs 的基础知识出发，深入探讨如何利用 PINNs 求解偏微分方程 (PDEs)。 **您将学到的技能：** * 理解利用 PINNs 求解偏微分方程背后的数学原理。 * 使用 PyTorch 编写和构建解决 PINNs 的机器学习算法。 * 使用 NVIDIA Modulus 编写和构建解决 PINNs 的机器学习算法。 * 学会对结果进行后处理。 * 熟练运用开源库。 * 能够定义自己的 PDEs 进行求解，或使用 Modulus 内置的方程（例如 Navier-Stokes 方程）。 **课程内容涵盖：** * 如何在本地 GPU 和 Google Colab 上部署 NVIDIA Modulus。 * 使用 PyTorch 演示 PINNs 求解一维 Burgers 方程。 * 使用 NVIDIA Modulus 演示 PINNs 求解一维波动方程。 * 使用 NVIDIA Modulus 演示 PINNs 求解腔体流动问题。 * 使用 NVIDIA Modulus 演示 PINNs 求解二维散热器流动问题。 **适合人群：** 本课程适合所有希望学习 PINNs 的学员，即使您没有机器学习或计算工程的背景。本课程内容完整且精炼，将从基础开始全面讲解机器学习和 PINNs 的核心概念。让我们一起愉快地学习 NVIDIA Modulus 吧！
DescriptionThis is a introductory course that will prepare you to work with Physics-Informed Neural Networks (PINNs) using NVIDIA Modulus. We will cover the fundamentals of Solving partial differential equations (PDEs) using Physics-Informed Neural Networks (PINNs) from its basics and March towards solving PINNs with Nvidia modulus.What skills will you Learn:In this course, you will learn the following skills:Understand the Math behind solving partial differential equations (PDEs) with PINNs.Write and build Machine Learning Algorithms to solve PINNs using Pytorch.Write and build Machine Learning Algorithms to solve PINNs using Nvidia Modulus.Postprocess the results.Use opensource libraries.Define your own PDEs to solve them or use built in equations (such as the N.S equations in Nvidia Modulus).We will cover:How to deploy Nvidia Modulus on your own computer GPU and in Google Collab.Physics-Informed Neural Networks (PINNs) Solution for 1D Burgers Equation using pytorch.Physics-Informed Neural Networks (PINNs) Solution for 1D wave Equation using Nvidia modulus.Physics-Informed Neural Networks (PINNs) Solution for cavity flow problem using Nvidia modulus.Physics-Informed Neural Networks (PINNs) Solution for 2D heat sink flow problem using Nvidia modulus.If you do not have prior experience in Machine Learning or Computational Engineering, that's no problem. This course is complete and concise, covering the fundamentals of Machine Learning/ Physics-Informed Neural Networks (PINNs). Let's enjoy Learning Nvidia Modulus together.
