Convolutional Neural Network, CNN for short.
Main knowledge points:
1) The main idea of 1)CNN
2)CNN's Forward Conduction Algorithm
3) Implementation and Visualization of 3)CNN
1. CNN's Main Ideas
CNN's main ideas can be summarized as two points: Sparse Connectivity and Shared Weights
Convolution neural network (CNN) is an extension of neural network (NN).
CNN differs from NN mainly in the following two points:
1) Different input forms are received
1, introduction Java1.4 provides NIO to enable developers to write high-performance server-side programs using Java, but using the native NIO API is like network programming in Linux C, and still requires low-level work such as IO processing and protocol processing.Therefore, just as C server-side programs use libevent as a network application framework, NIO-based network application frameworks are emerging in the Java community.Among them, Netty produced by Jboss is the best.
The following demonstration is a time server.
Start Server and Client； in turn;Client reads the time from the server and prints it on the console.
Provide time service.
Listening to 8080 port, the subclass TimeServerHandlerAdapter is an implementation of ChannelInboundHandlerAdapter.
By implementing the method channelActive, enter the local time when a new request enters.
Catch exceptions by implementing the method exceptionCaught.
import io.netty.bootstrap.ServerBootstrap; import io.netty.buffer.ByteBuf; import io.
First you need to know why PCA is what and why PCA is used.PCA is principal component analysis. For example, for an image, its main part can be used to represent it. This can reduce the difficulty of data processing in image processing, for example, it can reduce the storage capacity of data.Then, what method can reduce the difficulty of data processing? Dimension reduction is a good method, which leads to PCA (principal component analysis, which is the main part obtained through dimension reduction).
Principle: to be added Process: to be supplemented code transferred from: def percentage2n(eigVals,percentage): sortArray=np.sort(eigVals) #升序 sortArray=sortArray[-1::-1] #逆转，即降序 arraySum=sum(sortArray) tmpSum=0 num=0 for i in sortArray: tmpSum+=i num+=1 if tmpSum>=arraySum*percentage: return num import numpy as np def zeroMean(dataMat): meanVal=np.mean(dataMat,axis=0) #按列求均值，即求各个特征的均值 newData=dataMat-meanVal return newData,meanVal def pca(dataMat,n): newData,meanVal=zeroMean(dataMat) covMat=np.cov(newData,rowvar=0) #求
Detailed Description about BatchNormLayer “Normalizes the input to have 0-mean and/or unit (1) variance across the batch. This layer computes Batch Normalization as described in . For each channel in the data (i.e. axis 1), it subtracts the mean and divides by the variance, where both statistics are computed across both spatial dimensions and across the different examples in the
Write an echo client What the client has to do is:
Connect to ServerSend InformationEach message sent waits for and receives the same message returned from the serverClose connectionImplement Client Logic with ChannelHandler Like the write server, we provide ChannelInboundHandler to process data.In the following example, we use SimpleChannelInboundHandler to handle all tasks, covering three methods:
channelActive()-Called after the connection to the server is establishedchannelRead0()-call received from server after dataexceptionCaught()-Called when an exception is caught Listing 2.
datetime is Python's standard library for handling dates and times. Gets the current date and timeLet's first look at how to get the current date and time: >>> from datetime import datetime >>> now = datetime.now() # 获取当前datetime >>> print(now) 2015-05-18 16:28:07.198690 >>> print(type(now)) <class 'datetime.datetime'> Note that datetime is a module, and the datetime module also contains a
many excerpts or hand-typing, in order to score ten points, the cheek is marked as original, ashamed and ashamed ~ this article is used to build a simple netty for quick start.
application, if you want to know more about the system, please refer to my next blog, link:
Official Document: http://netty.io/wiki/user-guide-for-4.x.html
Baidu Encyclopedia: https://baike.baidu.com/item/Netty/10061624?fr=aladdin
In fact, I've watched netty for a long time, and I've also watched IO/NIO for a long time. I've been familiar with netty development since I just opened it. I'm full of bitterness.This time, I'll give you a demo, which can be run in the project. I'll give you a detailed introduction about netty and update it after studying. The effect of this demo is to run the server first