Info Hash:74D5E85C4D2A08B4DF4E68F9CA29A0252DDBE173
收录时间2026-02-14 01:54:30
更新时间2026-02-14 01:54:30
文件列表 (63)
Get Bonus Downloads Here.url
180 B
~Get Your Files Here !/1 - Introduction to ML CFD Integration/1. Overview of computational fluid dynamics (CFD) (Description).html
1.82 KB
~Get Your Files Here !/1 - Introduction to ML CFD Integration/1. Overview of computational fluid dynamics (CFD).mp4
67.76 MB
~Get Your Files Here !/1 - Introduction to ML CFD Integration/2. Limitations of traditional CFD methods (Description).html
1.08 KB
~Get Your Files Here !/1 - Introduction to ML CFD Integration/2. Limitations of traditional CFD methods.mp4
32.36 MB
~Get Your Files Here !/1 - Introduction to ML CFD Integration/3. Emergence of machine learning in fluid mechanics (Description).html
1.17 KB
~Get Your Files Here !/1 - Introduction to ML CFD Integration/3. Emergence of machine learning in fluid mechanics.mp4
49.04 MB
~Get Your Files Here !/1 - Introduction to ML CFD Integration/4. Hybrid modelling motivation (Description).html
1.14 KB
~Get Your Files Here !/1 - Introduction to ML CFD Integration/4. Hybrid modelling motivation.mp4
43.35 MB
~Get Your Files Here !/1 - Introduction to ML CFD Integration/5. Scope and applications in thermal flow prediction (Description).html
1.18 KB
~Get Your Files Here !/1 - Introduction to ML CFD Integration/5. Scope and applications in thermal flow prediction.mp4
57.22 MB
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/10. Boundary conditions and Richardson number significance (Description).html
3.59 KB
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/10. Boundary conditions and Richardson number significance.mp4
39.89 MB
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/11. Dimensional analysis in CFD (Description).html
1.29 KB
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/11. Dimensional analysis in CFD.mp4
61.01 MB
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/6. Navier Stokes equations (Description).html
1.25 KB
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/6. Navier Stokes equations.mp4
44.54 MB
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/7. 202 Conservation laws mass momentum energy.docx
16.46 KB
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/7. Conservation laws mass momentum energy (Description).html
983 B
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/7. Conservation laws mass momentum energy.mp4
24.54 MB
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/8. Buoyancy effects and the Boussinesq approximation (Description).html
1.27 KB
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/8. Buoyancy effects and the Boussinesq approximation.mp4
32.53 MB
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/9. 204 Laminar vs Turbulent regimes.docx
18.55 KB
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/9. Laminar vs Turbulent regimes (Description).html
867 B
~Get Your Files Here !/2 - Fundamentals of Fluid Mechanics for ML Models/9. Laminar vs Turbulent regimes.mp4
68.95 MB
~Get Your Files Here !/3 - Overview of Machine Learning in Physics Based Systems/12. Data driven vs Physics informed approches (Description).html
1.29 KB
~Get Your Files Here !/3 - Overview of Machine Learning in Physics Based Systems/12. Data driven vs Physics informed approches.mp4
55.51 MB
~Get Your Files Here !/3 - Overview of Machine Learning in Physics Based Systems/13. Neural network architectures for physical systems (Description).html
2.27 KB
~Get Your Files Here !/3 - Overview of Machine Learning in Physics Based Systems/13. Neural network architectures for physical systems.mp4
41.18 MB
~Get Your Files Here !/3 - Overview of Machine Learning in Physics Based Systems/14. Proper orthogonal decomposition (POD) and reduced order models (ROMs) (Description).html
1.34 KB
~Get Your Files Here !/3 - Overview of Machine Learning in Physics Based Systems/14. Proper orthogonal decomposition (POD) and reduced order models (ROMs).mp4
46.45 MB
~Get Your Files Here !/3 - Overview of Machine Learning in Physics Based Systems/15. Embedding physical constraints in ML models (Description).html
1.28 KB
~Get Your Files Here !/3 - Overview of Machine Learning in Physics Based Systems/15. Embedding physical constraints in ML models.mp4
72.7 MB
~Get Your Files Here !/3 - Overview of Machine Learning in Physics Based Systems/16. Case studies turbulence modelling heat transfer prediction (Description).html
1.28 KB
~Get Your Files Here !/3 - Overview of Machine Learning in Physics Based Systems/16. Case studies turbulence modelling heat transfer prediction.mp4
49.51 MB
~Get Your Files Here !/4 - Synthetic Data Generation for ML CFD/17. Reduced physics CFD simulations (Description).html
1.55 KB
~Get Your Files Here !/4 - Synthetic Data Generation for ML CFD/17. Reduced physics CFD simulations.mp4
53.41 MB
~Get Your Files Here !/4 - Synthetic Data Generation for ML CFD/18. Dataset design geometries flow regimes boundary diversity (Description).html
1 KB
~Get Your Files Here !/4 - Synthetic Data Generation for ML CFD/18. Dataset design geometries flow regimes boundary diversity.mp4
65.21 MB
~Get Your Files Here !/4 - Synthetic Data Generation for ML CFD/19. Voxelization of geometric inputs (256³ resolution) (Description).html
1.57 KB
~Get Your Files Here !/4 - Synthetic Data Generation for ML CFD/19. Voxelization of geometric inputs (256³ resolution).mp4
60.66 MB
~Get Your Files Here !/4 - Synthetic Data Generation for ML CFD/20. Ensuring physical consistency of synthetic data (Description).html
1.37 KB
~Get Your Files Here !/4 - Synthetic Data Generation for ML CFD/20. Ensuring physical consistency of synthetic data.mp4
58.47 MB
~Get Your Files Here !/4 - Synthetic Data Generation for ML CFD/21. Data augmention strategies and bias mitigation (Description).html
1.33 KB
~Get Your Files Here !/4 - Synthetic Data Generation for ML CFD/21. Data augmention strategies and bias mitigation.mp4
59.83 MB
~Get Your Files Here !/4 - Synthetic Data Generation for ML CFD/22. Statical verification of dataset (Description).html
1.33 KB
~Get Your Files Here !/4 - Synthetic Data Generation for ML CFD/22. Statical verification of dataset.mp4
59.93 MB
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/23. CNN encoder decoder architectures (Description).html
1.38 KB
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/23. CNN encoder decoder architectures.mp4
33.28 MB
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/24. Convolution in volumetric data (Description).html
1.35 KB
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/24. Convolution in volumetric data.mp4
51.05 MB
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/25. Loss functions incorporating physical constraints (Description).html
1.09 KB
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/25. Loss functions incorporating physical constraints.mp4
52.18 MB
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/26. 504 Training workflows.docx
17.38 KB
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/26. Training workflow (Description).html
838 B
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/26. Training workflow.mp4
23.75 MB
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/27. Hyperparameter optimization (Description).html
2.91 KB
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/27. Hyperparameter optimization.mp4
23.24 MB
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/28. Avoiding overfitting and promoting generalization (Description).html
901 B
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/28. Avoiding overfitting and promoting generalization.mp4
44.58 MB
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/29. Implementation best practices (Description).html
1.17 KB
~Get Your Files Here !/5 - Convolutional Neural Networks for CFD Prediction/29. Implementation best practices.mp4