training of several classifiers, the tuple that was incorrectly categorized in the previous classifier, is increased in weight so that it is more "concerned" in the classifier that is later established.The final classification is also voted by all classifiers, voting weights depend on the accuracy of the classifierAdaBoost algorithmAdvantages and disadvantages of the lifting algorithmCan get a higher accuracy rate than bagging.Easy to over fitStochastic forest (random Forest) algorithmComposed
merger4 The algorithm ends when no new points can be added to the anything clusterR-Neighborhood: the area within the radius r of the given pointCore point: If the R-neighborhood of a point contains at least a minimum number of M points, the point is said to be the core pointDirect density up to: if the point P in the R-neighborhood of the core Q, then p is from Q can be directly density can reachIf there is a point chain p1,p2, ..., pn,p1=q,pn=p,pi+1 is from Pi about R and M direct density can
methodLikelihood functionMaximum likelihood functionAlgorithm description (Shiry book p533)Principal Component MethodEstimating expectation and covariance matrices from samplesFinding eigenvalues and eigenvectors for covariance matricesOmit parts with smaller eigenvalues to find a, DProgramExamplePrincipal Factor methodFirst, standardize the variablesGives an estimate (initial) value for M and a special varianceFinding the Simple Correlation matrix r* (P-order matrix)Calculate the eigenvalues a
, so actively engaged in the organization of local chambers of commerce, to assist enterprises in financial assistance, regional business development, through the Chamber of Commerce and the Chamber of Commerce strategic Cooperation to help more business objects."No matter which industry needs financial support, funds like blood, no money can not turn around", thus began to enter the private lending industry, from the main operation to the leading chamber of Commerce, to operate the Internet fin
). The course content is basically code-based programming, there will be a small amount of deep learning theoretical content. The course starts with some of the most basic knowledge from TensorFlow's most basic diagrams (graphs), sessions (session), tensor (tensor), variables (Variable), and gradually talks about the basics of TensorFlow, And the use of CNN and LSTM in TensorFlow. After the course, we will take you to do a few practical projects, such as training your own model to do image recog
"Furnace-smelting AI" machine learning 019-Project case: Estimating traffic flow using the SVM regression(Python libraries and version numbers used in this article: Python 3.5, Numpy 1.14, Scikit-learn 0.19, matplotlib 2.2)As we all know, SVM is a good classifier, not only for linear classification models, but also for non-linear models, but on the other hand, SVM can be used not only to solve classification problems, but also to solve regression prob
1. The idea of split-smelting algorithm is to divide a complex computational problem into small scale, simple calculation, and then synthesize each small problem to get the answer of the final question.2. The execution process of the split-metallurgical algorithm
For a problem with the magic N, if the problem can be easily resolved, then directly resolve, otherwise perform the following steps.
This is decomposed into M-small sub-problems,
pl1900-smelting number into gold MySQL database operation and maintenanceEssay background: In a lot of times, many of the early friends will ask me: I am from other languages transferred to the development of the program, there are some basic information to learn from us, your frame feel too big, I hope to have a gradual tutorial or video to learn just fine. For learning difficulties do not know how to improve themselves can be added: 1225462853 to co
2016 I set the goal is to go out of the comfort zone, into the learning area! In order to less detours, save the cost of learning and time, I chose the Dataguru. When you see the right course, you will be called without hesitation.Share the number of smelting into gold invite code, use the invitation code to enroll courses can be reduced by 50% fixed tuition!http://www.dataguru.cn/invite.php?invitecode=AA62Course Promo Code: AA62Three reasons are reco
other capabilities, organizational capacity is particularly important, organizational division will determine the efficiency of the entire team, such as when to form a team of architects? Architect and project or independent into the department? Are the different functions managed vertically or organized by functional teams? Is there a need to set up a technical support unit to deal with interference and collection issues? Do you need a PMO? High-speed business development, a large number of pe
Mahout's Chinese meaning: Elephant husbandMahout origins2008 became Lucene's son, Lucene as a search engine,There is a lot of textual data analysis and mining requirements (such as text repetition, automatic text classification, etc.),This led to some of the developers in the Lucene project turning to the machine learning domain to research algorithms that eventually formed the initial mahout of these machine learning algorithms.Absorbing open source collaborative filtering algorithm taste2010 b
and BPRBF has only one hidden layer, BP can be multilayerThe RBF hidden layer and output layer use different activation functions , BP is the sameThe characteristics of the activation function are different, the RBF chooses the nonlinear function of local exponential attenuation (emphasizing local), and BP uses the input sample to take the inner product of the weight vector as the independent variable, and the activation function uses the sigmoid ring limiting function (emphasizing the global).
Least squares solution for multivariate linear regression (unbiased estimation)Ridge return (Ridge regression,rr)When there is a complex collinearity between the independent variables, |x′x|≈0, we envisage adding a normal number matrix Ki to X′x, (k>0),Then the degree of x′x+ki approaching singularity would be much smaller than X′x's proximity to singularity.The ridge regression as β estimate should be more stable than the least squares estimation, and when the k=0 Ridge regression estimate is t
Laravel Elixir (Gold-smelting medicine)
Brief introduction
Laravel Elixir provides a simple and fluent API for your application to define the basic Gulp tasks. Elixir provides several common CSS and JavaScript pre-processors and test tools. Elixir allows you to work fluently with your resource pipeline using chained tuning. Like what:
Elixir (function (Mix) { mix.sass (' app.scss ') . Coffee (' App.coffee ');})
If you have doubts about how to
Puzzle board games-go to four games and puzzle board games --
Respect developers' labor achievements. Do not repost them without permission.
Game introduction:
In a puzzle chess game, two chess pieces can be used to defeat one of the enemy's chess pieces.
The game interface is exquisite and concise, the game rules are simple and clear, and AI is smart and intere
C language implementation of sandbags games (or murder games), sandbags and murder games
Sandbags games (or murder games) are implemented in C language:
Game Overview:
A killer game (or a sandbag game) sets some people (num) to play the game together and throws sandbags in
The Neon City (Neon) released Neon City is a very classic racing mobile phone game, the game has a new racing, cool special effects and beautiful game lighting screen design. Interested in the small partners to download the Neon City hand tour Try it! This is a good game yo! Game Introduction "Neon City" is a beautiful light-screen racing mobile phone games. In this game, you will be a pilot flying a space fighter. This game uses the famous film Tron'
Client games are not easy! Expose the status quo of client games 2015 as peer group likes, 2015 as it is
Miracle of the whole, 13 hours of water 26 million!
"Juvenile Three Kingdoms" broke yuan in 20 days!
......
Since the second half of 2014, I believe that the circle of friends of various peers has always been such news. How much the mobile game goes and how much the channel contributes. This kind of mes
Introduction: online games made in China are growing up. Many representative settings of online games made in China are available. Although on the surface it is convenient for gamers, these settings may also destroy the cancer of Chinese online games.
I. Automatic route searchingWhen it comes to the most representative online game settings with Chinese characteri
1, Mario (game address: http://jsmario.com.ar/) Legendary Mario Web version, 1:1 to achieve the red and white machine era Super Mario all functions and checkpoints, the level of precision is not inferior to the original game.Dependent libraries: None 2 , Bunny Hunt (game address: http://www.themaninblue.com/experiment/BunnyHunt/) Rabbit Hunting, a simple game of web hunting games, not using a Third-party support library, directly using CSS and
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