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Text Modeling _nlp/deeplearning

We always produce a lot of text in our daily life, and if each text is stored as a document, then each document is an ordered sequence of words d= (W1,W2,⋯,WN) from human observation. Corpus containing M-piece documents The purpose of the statistical text modeling is to ask how the word sequences in the corpus are generated. Statistics are described by people as guessing the game of God, all the corpus texts produced by human beings we can all be seen as a great God in heaven to throw the

Mathematical deduction in the maximum entropy model

things (knowledge) and make no assumptions about the unknown, without prejudice. For example, throwing a dice, if asked "what is the probability of each face up," you would say is equal probability, that is, the probability of the occurrence of each point is 1/6. Because of this "ignorant" boson, nothing is certain, and assuming that it is equal to each other in the probability ofthe most reasonableThe practice. From the perspective of investment, th

Application of Hidden Markov model and Viterbi algorithm

Jostree Reprint Please specify the source http://www.cnblogs.com/jostree/p/4335810.htmlAn example:Wei Xiaobao use dice to play, he has two kinds of dice a normal dice, there is a kind of uneven dice, to carry out thousands.He had a 2/5 chance of being a player when he started the game.For normal

Hidden Markov model (HMM)

About HMM Hmm is used to study the non-deterministic generation pattern, hmm is a time-independent model (to be improved), and the N-order hmm model refers to the next state only related to the first n, usually only the first-order HMM model (to be improved). The implicit parameters of the process are determined from the observable parameters, which are then used for further analysis, such as pattern recognition. Below you can use a case to explain the HMM model. Suppose there are three kinds o

Yaml introduction and Python applications

. add_constructor and yaml. add_representer functions to register the constructor and describe. For example, you can add a constructor and descriptor to the following dice class: >>> class Dice(tuple):... def __new__(cls, a, b):... return tuple.__new__(cls, [a, b])... def __repr__(self):... return "Dice(%s,%s)" % self>>> print

LDA Thematic model

The PLSA model is based on the idea of frequency, each document's K-theme is fixed, each topic of the word probability is also fixed, we ultimately require a fixed topic-word probability model. Bayesian School Obviously does not agree, they believe that the subject of the document is unknown, the topic of the distribution of words is not known, we can not solve the exact value, can only calculate doc-topic probability model, topic-word probability model of probability distribution.LDA Model Docu

An example of a game that uses jQuery + PHP to win a lottery

information, and # prize is used to place prizes. The code is as follows: CSS section: We will use CSS technology to standardize the page layout reasonably. we will enclose the prize into a rectangle with 10 positions in total and locate the two shards in the center of the rectangle, during the lucky draw, you can directly click "middle. We can use CSS positioning technology to implement page layout.

JQuery + PHP-based game example of the ghost lottery, jquery ghost _ PHP Tutorial

the following html structure code on the html page. wrap is used to place tips and prompt information, and # prize is used to place prizes. The code is as follows: CSS section: We will use CSS technology to standardize the page layout reasonably. we will enclose the prize into a rectangle with 10 positions in total and locate the two shards in the center of the rectangle, during the lucky draw, you c

Fifth annual Blue Bridge Cup C + + undergraduate Group A

extraction judgment; but just come up to think that i*i+i*i*i can represent 10 bits, I is a double digit, from 10 to 100 inside look for. The answer seems to be 69;fill in the code4.Outputs a graph. A string is roughly nested in the middle of a box.The key code is: printf ("%*s%s%*s"); ________________;//Output The middle of the lineThe key is to test the knowledge point is very biased,%*s has not touched before, know that the front of the space is f

Decision Tree algorithm-Information entropy-information gain-information gain rate-gini coefficient-turn

is Outlook. It is important to note that the property test is selected from a candidate attribute consisting of all the attributes contained in the dataset. For the attributes contained on the path to the root node of the node (which we call the Inheritance property), it is very easy to get their entropy gain of 0 according to the formula, so these inherited attributes are completely unnecessary and can be removed from the candidate attributes.It seems like everything is perfect here, the gain

The Factory mode of Java design mode

Factory design pattern, we call on the factory object is the creation method, and the factory object will generate an object of some kind of implementation of the interface. Theoretically, in this way, our code is completely separate from the implementation of the interface, which allows us to transparently replace one implementation with another.For example, the use of factory methods to perform coin toss (Coin) and dice (

--lda topic Clustering Model for natural language processing

model is introduced, the following Unigram model (Word bag model), Bayes Unigram model (Bayesian word bag models), and PLSA probabilistic latent semantic analysis are introduced first, they are the foundation of LDA model, LDA is the result of combining and evolving them; second, these models are simpler and easier to understand.1. Unigram model (Word bag models)Since LDA is a clustering algorithm, the clustering algorithm most of the time is looking for the similarity of two things.In the begi

Share an example of the ghost lottery implemented by jQuery + PHP

prompt information, and # prize is used to place prizes. We will use CSS technology to standardize the page layout reasonably. we will enclose the prize into a rectangle with 10 positions in total and locate the two shards in the center of the rectangle, during the lucky draw, you can directly click "middle. We can use CS

25 Good PHP game programming script code sharing (1) _ PHP Tutorial

25 Good PHP game programming script code sharing (1 ). A simple flipper many games and game systems need dice. Let's start with the simple part: throw a six-sided dice. In fact, rolling a six-sided dice is from 1 to 6. Simple flipper Many games and game systems require dice. Let's start with the simple part: throw a s

Va 657-The die is cast (dfs * 2)

Va 657-The die is cast (dfs * 2) The die is cast Time Limit:3000 MS Memory Limit:0 KB 64bit IO Format:% Lld % lluSubmit Status Description InterGames is a high-tech startup company that specializes in developing technology that allows users to play games over the Internet. A market analysis has alerted them to the fact that games of chance are pretty popular among their potential MERs. be it Monopoly, ludo or backgammon, most of these games involve throwing

HDU 2778 LCR Simulation problem

The simulation questions are all water problems. But to seriously read the problem, logic to seriously consider, to win an AC. Description LCR is a simple game for three or more players. Each player starts with three chips and the object are to was the last person to has any chips. Starting with Player 1, each person rolls a set of three dice. Each of the die have six faces, one face with an L, one with a C, one with a R and three wit

Uva-657-the Die is cast (two times dfs!! )

UVA-657The die is cast Time Limit: 3000MS Memory Limit: Unknown 64bit IO Format: %lld %llu Submit StatusDescription The die is cast Intergames is a High-tech startup company This specializes in developing technology the allows users to the play games over T He Internet. A Market analysis have alerted them to the fact that games of chance is pretty popular among their potential customers. Is it M

Java Lock---Bias lock, lightweight lock, spin lock, Heavyweight lock

its last 2bit is the lock status flag bit, which marks the state of the current object, the state of the object, and determines what the Markword stores, as shown in the following table: Status flag Bit Store Content Not locked 01 Object hash code, object generational age Lightweight locking 00 Pointer to lock record Expansion (heavy-lock) 10 Perform a weight-locked pointer

25 Good PHP Game programming script code sharing (1) _php tutorial

Simple Roll- dice Many games and game systems require dice. Let's start with a simple section: Throw a six-sided dice. In fact, scrolling a six-sided dice selects a random number from 1 to 6. In PHP, this is very simple: echo rand (1,6);. In many cases, this is basically simple. But in dealing with odds games, we need

PHP game programming 25 script code _ PHP Tutorial

PHP game programming 25 script code. Listing 1. simple throttling many games and game systems need dice. Let's start with the simple part: throw a six-sided dice. In fact, rolling a six-sided dice is from the list 1. simple throw... Many games and game systems require dice. Let's start with the simple part: throw a six

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