Inverse Physics Informed Neural Networks (I-PINNs)
Language: English | Size:10 GB
Genre:eLearning
Files Included :
1 Introduction.mp4 (117 MB)
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2 Installing Anaconda.mp4 (123.42 MB)
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3 Course structure.mp4 (245.52 MB)
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1 Deep Learning Theory.mp4 (181.29 MB)
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2 Install PyTorch CUDA.mp4 (98.99 MB)
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3 PyTorch Tensors Basics.mp4 (417.99 MB)
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4 Tensors to NumPy arrays.mp4 (184.9 MB)
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5 Backpropagation Theory.mp4 (375.69 MB)
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6 Backpropagation using PyTorch.mp4 (131.45 MB)
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1 Pre-processing.mp4 (442.66 MB)
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2 Solving the Equation.mp4 (220.63 MB)
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3 Post-processing.mp4 (169.43 MB)
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4 Solver Failure!.mp4 (79.88 MB)
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1 PINNs Theory.mp4 (186.63 MB)
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2 Define the Neural Network.mp4 (239.74 MB)
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3 Initial Conditions and Boundary Conditions.mp4 (526.62 MB)
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4 Optimizer.mp4 (140.68 MB)
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5 Loss Function.mp4 (397.34 MB)
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6 Train the Model.mp4 (260.61 MB)
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7 Results Evaluation.mp4 (196.98 MB)
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1 Pre-processing.mp4 (334.45 MB)
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2 Solving the Equation.mp4 (734.81 MB)
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3 Post-processing.mp4 (124.18 MB)
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4 PINNs VS TVD , Results Comparison.mp4 (184.36 MB)
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1 Inverse-PINNs Theory.mp4 (238.04 MB)
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2 Create The Training Data.mp4 (507.77 MB)
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3 Define the Neural Network.mp4 (133.65 MB)
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4 Domain Data Input.mp4 (297.29 MB)
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5 Optimizer.mp4 (60.67 MB)
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6 Loss Function.mp4 (296.9 MB)
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7 Train the Model.mp4 (182.38 MB)
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8 PINNs VS TVD VS IPINNs , Results Comparison.mp4 (161.71 MB)
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1 Inverse-PINNs Problem Setting.mp4 (191.28 MB)
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2 Create The Training Data -Part 1.mp4 (464.48 MB)
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3 Create The Training Data -Part 2.mp4 (354.98 MB)
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4 Define the Neural Network.mp4 (303.19 MB)
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5 Initial Conditions and Boundary Conditions.mp4 (125.89 MB)
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6 Loss Function.mp4 (73.74 MB)
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7 Optimizer.mp4 (176.17 MB)
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8 Train the Model.mp4 (45.4 MB)
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9 Results Evaluation.mp4 (506.11 MB)
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