主讲人：龙良曲 ## Outline - Pooling - upsample ReLU ## Downsample |A|B| |---|---| |C|D| Scaling factor : 2 |A|A|B|B| |---|---|---|---| |A|A|B|B| |C|C|D|D| |C|C|D|D| ## Max pooling Max(1, 1, 5, 6) = 6 Rectified Feature Map ## Avg pooling Max(1, 1, 5, 6) = 6 |1|1|2|4| |---|---|---|---| |5|6|7|8| |3|2|1|0| |1|2|3|4| |6|8| |---|---| |3|4| Rectified Feature Map ## Pooling ![Image](/uploads/documen

66 5.11. Using TargetSources ..... 67 5.11.1. Hot swappable target sources ..... 68 5.11.2. Pooling target sources ..... 68 5.11.3. Prototype" target sources ..... 70 5.12. Defining new Advice 88 8.4.1. Fundamentals ..... 88 8.4.2. Declarative transaction management ..... 89 8.4.3. Pooling ..... 89 8.4.4. Custom metadata ..... 90 8.5. Using attributes to minimize MVC web tier configuration only in generic declarative services or other pre-packaged declarative middleware services such as pooling, you don't need to work directly with Spring AOP, and can skip most of this chapter. ##### 5

65 5.11. Using TargetSources ..... 66 5.11.1. Hot swappable target sources ..... 67 5.11.2. Pooling target sources ..... 67 5.11.3. Prototype" target sources ..... 69 5.12. Defining new Advice 87 8.4.1. Fundamentals ..... 87 8.4.2. Declarative transaction management ..... 88 8.4.3. Pooling ..... 88 8.4.4. Custom metadata ..... 89 8.5. Using attributes to minimize MVC web tier configuration only in generic declarative services or other pre-packaged declarative middleware services such as pooling, you don't need to work directly with Spring AOP, and can skip most of this chapter. ##### 5

61 5.11. Using TargetSources ..... 62 5.11.1. Hot swappable target sources ..... 63 5.11.2. Pooling target sources ..... 63 5.11.3. Prototype" target sources ..... 65 5.12. Defining new Advice 83 8.4.1. Fundamentals ..... 83 8.4.2. Declarative transaction management ..... 84 8.4.3. Pooling ..... 84 8.4.4. Custom metadata ..... 85 8.5. Using attributes to minimize MVC web tier configuration only in generic declarative services or other pre-packaged declarative middleware services such as pooling, you don't need to work directly with Spring AOP, and can skip most of this chapter. ##### 5

66 5.11. Using TargetSources ..... 67 5.11.1. Hot swappable target sources ..... 68 5.11.2. Pooling target sources ..... 68 5.11.3. Prototype" target sources ..... 70 5.12. Defining new Advice 88 8.4.1. Fundamentals ..... 88 8.4.2. Declarative transaction management ..... 89 8.4.3. Pooling ..... 89 8.4.4. Custom metadata ..... 90 8.5. Using attributes to minimize MVC web tier configuration only in generic declarative services or other pre-packaged declarative middleware services such as pooling, you don't need to work directly with Spring AOP, and can skip most of this chapter. ##### 5

68 5.11. Using TargetSources ..... 70 5.11.1. Hot swappable target sources ..... 70 5.11.2. Pooling target sources ..... 71 5.11.3. Prototype target sources ..... 72 5.11.4. ThreadLocal target 91 8.4.1. Fundamentals ..... 91 8.4.2. Declarative transaction management ..... 92 8.4.3. Pooling ..... 92 8.4.4. Custom metadata ..... 93 8.5. Using attributes to minimize MVC web tier configuration only in generic declarative services or other pre-packaged declarative middleware services such as pooling, you don't need to work directly with Spring AOP, and can skip most of this chapter. ##### 5

67 5.11. Using TargetSources ..... 69 5.11.1. Hot swappable target sources ..... 69 5.11.2. Pooling target sources ..... 70 5.11.3. Prototype target sources ..... 71 5.11.4. ThreadLocal target 90 8.4.1. Fundamentals ..... 90 8.4.2. Declarative transaction management ..... 91 8.4.3. Pooling ..... 91 8.4.4. Custom metadata ..... 92 8.5. Using attributes to minimize MVC web tier configuration only in generic declarative services or other pre-packaged declarative middleware services such as pooling, you don't need to work directly with Spring AOP, and can skip most of this chapter. ##### 5

.... 44 RepeatVector Layers ..... 44 Lambda Layers ..... 45 Convolution Layers ..... 45 Pooling Layer ..... 47 Locally connected layer ..... 47 Merge Layer ..... 49 Embedding Layer ..... It is almost similar to multi-layer perceptron except it contains series of convolution layer and pooling layer before the fully connected hidden neuron layer. It has three important layers: - Convolution is the primary building block and performs computational tasks based on convolution function. - Pooling layer: It is arranged next to convolution layer and is used to reduce the size of inputs by removing

77 6.11. Using TargetSources ..... 79 6.11.1. Hot swappable target sources ..... 79 6.11.2. Pooling target sources ..... 80 6.11.3. Prototype target sources ..... 81 6.11.4. ThreadLocal target 105 9.4.1. Fundamentals ..... 105 9.4.2. Declarative transaction management ..... 106 9.4.3. Pooling ..... 106 9.4.4. Custom metadata ..... 107 9.5. Using attributes to minimize MVC web tier configuration only in generic declarative services or other pre-packaged declarative middleware services such as pooling, you don't need to work directly with Spring AOP, and can skip most of this chapter. ##### 6

77 6.11. Using TargetSources ..... 79 6.11.1. Hot swappable target sources ..... 79 6.11.2. Pooling target sources ..... 80 6.11.3. Prototype target sources ..... 81 6.11.4. ThreadLocal target 105 9.4.1. Fundamentals ..... 105 9.4.2. Declarative transaction management ..... 106 9.4.3. Pooling ..... 106 9.4.4. Custom metadata ..... 107 9.5. Using attributes to minimize MVC web tier configuration only in generic declarative services or other pre-packaged declarative middleware services such as pooling, you don't need to work directly with Spring AOP, and can skip most of this chapter. ##### 6