├── .DS_Store ├── .ipynb_checkpoints ├── Multi-fideling Gaussian Processes-checkpoint.ipynb ├── PINNs (Continuous time formulation)-checkpoint.ipynb ├── PINNs (Discrete time formulation)-checkpoint.ipynb ├── Untitled-checkpoint.ipynb ├── Untitled1-checkpoint.ipynb ├── Untitled2-checkpoint.ipynb └── Untitled3-checkpoint.ipynb ├── README.md ├── SavedModels ├── AllenCahn1D.ckpt.data-00000-of-00001 ├── AllenCahn1D.ckpt.index ├── AllenCahn1D.ckpt.meta ├── CarotidBifurcation.ckpt.data-00000-of-00001 ├── CarotidBifurcation.ckpt.index ├── CarotidBifurcation.ckpt.meta ├── PIDGM_example1D.ckpt.data-00000-of-00001 ├── PIDGM_example1D.ckpt.index ├── PIDGM_example1D.ckpt.meta ├── checkpoint ├── elliptic1d.ckpt.data-00000-of-00001 ├── elliptic1d.ckpt.index ├── elliptic1d.ckpt.meta ├── pathologies.ckpt.data-00000-of-00001 ├── pathologies.ckpt.index └── pathologies.ckpt.meta ├── data ├── AC.mat ├── Aorta1_A.npy ├── Aorta1_U.npy ├── Aorta2_A.npy ├── Aorta2_U.npy ├── Aorta3_A.npy ├── Aorta3_U.npy ├── Aorta4_A.npy ├── Aorta4_U.npy ├── Butcher_IRK100.txt ├── LCommonCarotid_A.npy ├── LCommonCarotid_U.npy └── ODE2000.mat ├── images ├── Entropic.png ├── GANs.png ├── Mode_Collapse.png ├── comparative_area3.png ├── comparative_velocity3.png ├── input_clinical_data.png ├── pressure.png └── schedule.png ├── notebooks ├── .ipynb_checkpoints │ ├── Graph PINNs-checkpoint.ipynb │ ├── Multi-fideling Gaussian Processes-checkpoint.ipynb │ ├── OpenChallenges-checkpoint.ipynb │ ├── PIDGMs-checkpoint.ipynb │ ├── PINNs (Continuous time formulation)-checkpoint.ipynb │ ├── PINNs (Discrete time formulation)-checkpoint.ipynb │ └── SupervisedLearningIntro-checkpoint.ipynb ├── Graph PINNs.ipynb ├── OpenChallenges.ipynb ├── PIDGMs.ipynb ├── PINNs (Continuous time formulation).ipynb ├── PINNs (Discrete time formulation).ipynb ├── SupervisedLearningIntro.ipynb ├── __pycache__ │ └── plotting.cpython-37.pyc ├── logs │ ├── events.out.tfevents.1564104910.SEASdhcp-113-083.seas.upenn.edu │ ├── events.out.tfevents.1564155208.SEASdhcp-113-083.seas.upenn.edu │ ├── events.out.tfevents.1564161608.SEASdhcp-113-083.seas.upenn.edu │ ├── events.out.tfevents.1564161638.SEASdhcp-113-083.seas.upenn.edu │ ├── events.out.tfevents.1564162066.SEASdhcp-113-083.seas.upenn.edu │ ├── events.out.tfevents.1564162289.SEASdhcp-113-083.seas.upenn.edu │ └── events.out.tfevents.1564162307.SEASdhcp-113-083.seas.upenn.edu └── plotting.py └── notes ├── Deep Hidden Physics Models.pdf ├── Forward-Backward Stochastic Neural Networks.pdf ├── GraphPINNs.pdf ├── Multistep Neural Networks.pdf ├── PIDGMs.pdf ├── Physics Informed Neural Networks (Part I).pdf ├── Physics Informed Neural Networks (Part II).pdf └── Tensorflow.pdf /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/.DS_Store -------------------------------------------------------------------------------- /.ipynb_checkpoints/Multi-fideling Gaussian Processes-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/.ipynb_checkpoints/Multi-fideling Gaussian Processes-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/PINNs (Continuous time formulation)-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/.ipynb_checkpoints/PINNs (Continuous time formulation)-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/PINNs (Discrete time formulation)-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/.ipynb_checkpoints/PINNs (Discrete time formulation)-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/Untitled-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/.ipynb_checkpoints/Untitled-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/Untitled1-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/.ipynb_checkpoints/Untitled1-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/Untitled2-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/.ipynb_checkpoints/Untitled2-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/Untitled3-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/.ipynb_checkpoints/Untitled3-checkpoint.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/README.md -------------------------------------------------------------------------------- /SavedModels/AllenCahn1D.ckpt.data-00000-of-00001: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/AllenCahn1D.ckpt.data-00000-of-00001 -------------------------------------------------------------------------------- /SavedModels/AllenCahn1D.ckpt.index: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/AllenCahn1D.ckpt.index -------------------------------------------------------------------------------- /SavedModels/AllenCahn1D.ckpt.meta: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/AllenCahn1D.ckpt.meta -------------------------------------------------------------------------------- /SavedModels/CarotidBifurcation.ckpt.data-00000-of-00001: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/CarotidBifurcation.ckpt.data-00000-of-00001 -------------------------------------------------------------------------------- /SavedModels/CarotidBifurcation.ckpt.index: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/CarotidBifurcation.ckpt.index -------------------------------------------------------------------------------- /SavedModels/CarotidBifurcation.ckpt.meta: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/CarotidBifurcation.ckpt.meta -------------------------------------------------------------------------------- /SavedModels/PIDGM_example1D.ckpt.data-00000-of-00001: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/PIDGM_example1D.ckpt.data-00000-of-00001 -------------------------------------------------------------------------------- /SavedModels/PIDGM_example1D.ckpt.index: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/PIDGM_example1D.ckpt.index -------------------------------------------------------------------------------- /SavedModels/PIDGM_example1D.ckpt.meta: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/PIDGM_example1D.ckpt.meta -------------------------------------------------------------------------------- /SavedModels/checkpoint: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/checkpoint -------------------------------------------------------------------------------- /SavedModels/elliptic1d.ckpt.data-00000-of-00001: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/elliptic1d.ckpt.data-00000-of-00001 -------------------------------------------------------------------------------- /SavedModels/elliptic1d.ckpt.index: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/elliptic1d.ckpt.index -------------------------------------------------------------------------------- /SavedModels/elliptic1d.ckpt.meta: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/elliptic1d.ckpt.meta -------------------------------------------------------------------------------- /SavedModels/pathologies.ckpt.data-00000-of-00001: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/pathologies.ckpt.data-00000-of-00001 -------------------------------------------------------------------------------- /SavedModels/pathologies.ckpt.index: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/pathologies.ckpt.index -------------------------------------------------------------------------------- /SavedModels/pathologies.ckpt.meta: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/SavedModels/pathologies.ckpt.meta -------------------------------------------------------------------------------- /data/AC.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/data/AC.mat -------------------------------------------------------------------------------- /data/Aorta1_A.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/data/Aorta1_A.npy -------------------------------------------------------------------------------- /data/Aorta1_U.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/data/Aorta1_U.npy -------------------------------------------------------------------------------- /data/Aorta2_A.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/data/Aorta2_A.npy -------------------------------------------------------------------------------- /data/Aorta2_U.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/data/Aorta2_U.npy -------------------------------------------------------------------------------- /data/Aorta3_A.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/data/Aorta3_A.npy -------------------------------------------------------------------------------- /data/Aorta3_U.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/data/Aorta3_U.npy -------------------------------------------------------------------------------- /data/Aorta4_A.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/data/Aorta4_A.npy -------------------------------------------------------------------------------- /data/Aorta4_U.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/data/Aorta4_U.npy -------------------------------------------------------------------------------- /data/Butcher_IRK100.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/data/Butcher_IRK100.txt -------------------------------------------------------------------------------- /data/LCommonCarotid_A.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/data/LCommonCarotid_A.npy -------------------------------------------------------------------------------- /data/LCommonCarotid_U.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/data/LCommonCarotid_U.npy -------------------------------------------------------------------------------- /data/ODE2000.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/data/ODE2000.mat -------------------------------------------------------------------------------- /images/Entropic.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/images/Entropic.png -------------------------------------------------------------------------------- /images/GANs.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/images/GANs.png -------------------------------------------------------------------------------- /images/Mode_Collapse.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/images/Mode_Collapse.png -------------------------------------------------------------------------------- /images/comparative_area3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/images/comparative_area3.png -------------------------------------------------------------------------------- /images/comparative_velocity3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/images/comparative_velocity3.png -------------------------------------------------------------------------------- /images/input_clinical_data.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/images/input_clinical_data.png -------------------------------------------------------------------------------- /images/pressure.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/images/pressure.png -------------------------------------------------------------------------------- /images/schedule.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/images/schedule.png -------------------------------------------------------------------------------- /notebooks/.ipynb_checkpoints/Graph PINNs-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/.ipynb_checkpoints/Graph PINNs-checkpoint.ipynb -------------------------------------------------------------------------------- /notebooks/.ipynb_checkpoints/Multi-fideling Gaussian Processes-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/.ipynb_checkpoints/Multi-fideling Gaussian Processes-checkpoint.ipynb -------------------------------------------------------------------------------- /notebooks/.ipynb_checkpoints/OpenChallenges-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/.ipynb_checkpoints/OpenChallenges-checkpoint.ipynb -------------------------------------------------------------------------------- /notebooks/.ipynb_checkpoints/PIDGMs-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/.ipynb_checkpoints/PIDGMs-checkpoint.ipynb -------------------------------------------------------------------------------- /notebooks/.ipynb_checkpoints/PINNs (Continuous time formulation)-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/.ipynb_checkpoints/PINNs (Continuous time formulation)-checkpoint.ipynb -------------------------------------------------------------------------------- /notebooks/.ipynb_checkpoints/PINNs (Discrete time formulation)-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/.ipynb_checkpoints/PINNs (Discrete time formulation)-checkpoint.ipynb -------------------------------------------------------------------------------- /notebooks/.ipynb_checkpoints/SupervisedLearningIntro-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/.ipynb_checkpoints/SupervisedLearningIntro-checkpoint.ipynb -------------------------------------------------------------------------------- /notebooks/Graph PINNs.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/Graph PINNs.ipynb -------------------------------------------------------------------------------- /notebooks/OpenChallenges.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/OpenChallenges.ipynb -------------------------------------------------------------------------------- /notebooks/PIDGMs.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/PIDGMs.ipynb -------------------------------------------------------------------------------- /notebooks/PINNs (Continuous time formulation).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/PINNs (Continuous time formulation).ipynb -------------------------------------------------------------------------------- /notebooks/PINNs (Discrete time formulation).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/PINNs (Discrete time formulation).ipynb -------------------------------------------------------------------------------- /notebooks/SupervisedLearningIntro.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/SupervisedLearningIntro.ipynb -------------------------------------------------------------------------------- /notebooks/__pycache__/plotting.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/__pycache__/plotting.cpython-37.pyc -------------------------------------------------------------------------------- /notebooks/logs/events.out.tfevents.1564104910.SEASdhcp-113-083.seas.upenn.edu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/logs/events.out.tfevents.1564104910.SEASdhcp-113-083.seas.upenn.edu -------------------------------------------------------------------------------- /notebooks/logs/events.out.tfevents.1564155208.SEASdhcp-113-083.seas.upenn.edu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/logs/events.out.tfevents.1564155208.SEASdhcp-113-083.seas.upenn.edu -------------------------------------------------------------------------------- /notebooks/logs/events.out.tfevents.1564161608.SEASdhcp-113-083.seas.upenn.edu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/logs/events.out.tfevents.1564161608.SEASdhcp-113-083.seas.upenn.edu -------------------------------------------------------------------------------- /notebooks/logs/events.out.tfevents.1564161638.SEASdhcp-113-083.seas.upenn.edu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/logs/events.out.tfevents.1564161638.SEASdhcp-113-083.seas.upenn.edu -------------------------------------------------------------------------------- /notebooks/logs/events.out.tfevents.1564162066.SEASdhcp-113-083.seas.upenn.edu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/logs/events.out.tfevents.1564162066.SEASdhcp-113-083.seas.upenn.edu -------------------------------------------------------------------------------- /notebooks/logs/events.out.tfevents.1564162289.SEASdhcp-113-083.seas.upenn.edu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/logs/events.out.tfevents.1564162289.SEASdhcp-113-083.seas.upenn.edu -------------------------------------------------------------------------------- /notebooks/logs/events.out.tfevents.1564162307.SEASdhcp-113-083.seas.upenn.edu: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/logs/events.out.tfevents.1564162307.SEASdhcp-113-083.seas.upenn.edu -------------------------------------------------------------------------------- /notebooks/plotting.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notebooks/plotting.py -------------------------------------------------------------------------------- /notes/Deep Hidden Physics Models.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notes/Deep Hidden Physics Models.pdf -------------------------------------------------------------------------------- /notes/Forward-Backward Stochastic Neural Networks.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notes/Forward-Backward Stochastic Neural Networks.pdf -------------------------------------------------------------------------------- /notes/GraphPINNs.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notes/GraphPINNs.pdf -------------------------------------------------------------------------------- /notes/Multistep Neural Networks.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notes/Multistep Neural Networks.pdf -------------------------------------------------------------------------------- /notes/PIDGMs.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notes/PIDGMs.pdf -------------------------------------------------------------------------------- /notes/Physics Informed Neural Networks (Part I).pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notes/Physics Informed Neural Networks (Part I).pdf -------------------------------------------------------------------------------- /notes/Physics Informed Neural Networks (Part II).pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notes/Physics Informed Neural Networks (Part II).pdf -------------------------------------------------------------------------------- /notes/Tensorflow.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PredictiveIntelligenceLab/USNCCM15-Short-Course-Recent-Advances-in-Physics-Informed-Deep-Learning/HEAD/notes/Tensorflow.pdf --------------------------------------------------------------------------------