Tensor Physics for Deep Learning
3 likes1,075 views
The document discusses tensor physics concepts for deep learning, including topics like differential equations, geometry, coordinates, vectors, fields, bases, tensors, forces, fluids, and stress. It was presented at a 2015 workshop by Intelligent City Ltd. CEO Shindong Kang and provides an overview of fundamental tensor and physics concepts with applications for deep learning.
Tensor Physics for Deep Learning
- 1. Tensor Physics for Deep Learning ujava.org Workshop 2015-04-26 www.idosi.com CEO 강신동 Shindong KANG (주)지능도시
- 4. Differential Equation F = ma F = mg (g=9.8m/sec2, 10m/sec2) ma = mg a = g y'' = g y'' – g = 0
- 10. www.idosi.comNumber Line SET 2 = 1 + 1 3 = 1 + 1 + 1 3 = 2 + 1 100 = 1+1+...+1 100 = 99 + 1
- 30. www.idosi.comGravity & Straight Line
- 31. www.idosi.comTime & Space 2 cm
- 41. www.idosi.comVector & Coordinates Transform Vector & Coordinates Transform
- 45. www.idosi.comBasis Vectors 1. Linear Combination 2. Linear Independent Vector set = basis Vector space dimension = basis vector count
- 46. www.idosi.comCNN
- 51. www.idosi.comVector Addition with Parallel Projection Contravariable Covariant
- 56. www.idosi.comDot Product (Inner Product) with basis vector
- 57. www.idosi.comDot Product (Inner Product)
- 58. www.idosi.comDot Product (Inner Product)
- 59. www.idosi.comVector Dot Product Physics
- 60. www.idosi.comCross Product (Outer Product)
- 61. www.idosi.comCrocess Product & Physical mean
- 63. www.idosi.comPrecession with Cross Product
- 66. www.idosi.comRank 0 : Scalar
- 67. www.idosi.comRank 1 : Vector
- 68. www.idosi.comDimension & Physical Quantity n Dimension 1, 2, 3, 4, ... 1 1, 4, 9, 16, ...
- 69. www.idosi.comRank 2 : Tensor
- 70. www.idosi.comRank N : Tensor
- 71. www.idosi.comHigh Dimension Vector & Low Dimension Tensor 10 Dimension Vector Rank 1 Tensor (1,2,3,4,5,6,7,8,9,10) 3 Dimension Stress Rank 2 Tensor
- 74. www.idosi.comNewton's Laws of Motion
- 85. Thank you ! (주)지능도시 Intelligent City Ltd. 강신동 Shindong KANG www.idosi.com ceo@idosi.com