Simulation By Deep Neural Operator (DeepONets)

سرفصل های دوره

Simulations with AI Using DATA ONLY

1. Introduction

1. Introduction

2. Installing Anaconda

3. Course structure

4. Deep Neural Operator

2. Pytorch Basics

1. Deep Learning Theory

2.1 links.txt

2. Install PyTorch CUDA

3.1 basic 1 main.zip

3. PyTorch Tensors Basics

4.1 basic 2 main.zip

4. Tensors to NumPy arrays

5. Backpropagation Theory

6.1 basic bp main.zip

6. Backpropagation using PyTorch

3. FDM Numerical Solution 1D Heat Equation

1.1 heat main.zip

1. Numerical solution theory

2.1 heat main.zip

2. Pre-processing

3.1 heat main.zip

3. Solving the Equation

4.1 heat main.zip

4. Post-processing

4. ODE Integration Neural Operator using PyTorch

1.1 ode int main.zip

1. Data creation

2.1 ode int main.zip

2. Data Preprocessing - Part 1

3.1 ode int main.zip

3. Data Preprocessing - Part 2

4.1 ode int main.zip

4. Model Build Up

5.1 ode int main.zip

5. Training Process

6.1 ode int main.zip

6. Results Evaluation

5. 1D Heat Equation Neural Operator using PyTorch

1.1 1d heat deeponet main.zip

1. Data creation

2.1 1d heat deeponet main.zip

2. Data Preprocessing - Part 1

3.1 1d heat deeponet main.zip

3. Data Preprocessing - Part 2

4.1 1d heat deeponet main.zip

4. Model Build Up

5.1 1d heat deeponet main.zip

5. Training Process

6.1 1d heat deeponet main.zip

6. Results Evaluation

6. 1D Heat Equation Neural Operator using DeepXDE

1.1 1d heat deeponet deepxde main.zip

1. Data creation

2.1 1d heat deeponet deepxde main.zip

2. Data Preprocessing

3.1 1d heat deeponet deepxde main.zip

3. Model Build Up

4.1 1d heat deeponet deepxde main.zip

4. Training Process

5.1 1d heat deeponet deepxde main.zip

5. Results Evaluation

7. 2D Fluid Neural Operator using DeepXDE

1.1 NS data 10

1.2 ns deeponet main.zip

1.3 use data.zip

1. Data creation

2.1 ns deeponet main.zip

2. Data Preprocessing

3.1 ns deeponet main.zip

3. Model Build Up

4.1 ns deeponet main.zip

4. Training Process

5.1 ns deeponet main.zip

5. Results Evaluation

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تولید کننده: Udemy