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Context-aware ensemble of multifaceted factorization models for recommendation

years, and voluminous information is generated from social networks every day. it is desirable to build an intelligent recommender system to identify what interests users efficiently.The task of KDD-cup 2012 track 1 is to develop such a system which aims to capture users 'interests, find out the items that fit to users' taste and most likely to be followed. the datasets are provided by Tencent Weibo, one of the largest social networkingWebsite in China, is made up of 2,320,895 users, 6,095 item

Steve Jobs: Thoughts on Flash

, Palm uses it, Nokia uses it, and RIM (Blackberry) recently announced it will switch to it. In addition to Microsoft, almost all browsers on smartphones use WebKit. Apple has set standards for mobile Web browsers by enabling its own WebKit technology. Second, let's talk about the "complete Internet 」. Adobe repeatedly said that Apple's mobile devices cannot access the "full Internet" because Flash is used for 75% of videos on the Internet. They did not mention that almost all of these videos ar

Recommendation System related algorithms (2): K-Nearest Neighbor

, the sparsity of the most widely studied movielens dataset is 4.5%, netflix is 1.2%, bibsonomy is 0.35%, and delicious is 0.046%. From Pearson correlation's calculation formula, if the intersection of two movies is much smaller than that of other movies, the similarity between the two movies is less reliable. From the data sparsity described above, we can see that in the recommendation system, there may be a small number of intersections. This will g

HD Media Player product analysis ()

, etc.2) tvix HD: Korean dvico company, http://www.tvix.co.kr or http://www.tvxhd.com.cn/main.htm products are: tvix M-4100SH, tvix M-5100SH, tvix M-6500A3) Lenovo: Lenovo/flashlink and P100 Products4) mediagate: MG-350HD. Other related set-top box manufacturers and products: Apple TV: HD contents + iTunes + Apple TV 21cn Tian Bai: launched a media center that integrates HD set-top boxes, media playback, and game set-top boxes/wants to create a business model like Apple, rather than simply s

Reason for dual-boot Linux?

undoubtedly the best system option for gamers.If you want to play some old games (such as 16-bit games), modern Windows architecture often cannot complete the task. Linux supports 16-bit programs through 32-bit and 64-bit systems. This Is due to Wine (Wine Is Not an Emulator), and most Windows applications can run smoothly. Are you going to enjoy new and old games? The dual system helps you solve the problem.2. HostWhen running the operating system in the native mode (unlike virtual machines),

Create a "monkey"

At the end of last year, Netflix published an article entitled "five lessons learned from turning to Amazon Web Services" (5 lessons we 've ve learned using AWS ). Amazon Web Services (AWS) is undoubtedly an outstanding representative of the so-called "cloud computing. Therefore, this article can also be seen as a key suggestion for any website that wants to switch to the "Cloud. Of course, these suggestions are really great! The following is what sho

Spring Cloud builds a microservices architecture (v) Service Gateway

With the introduction of several core components from the previous spring cloud, we have been able to build a short (imperfect) microservices architecture. As shown in the following example:We implemented service registries and service registration and discovery using the Eureka in spring cloud Netflix, while service consumption and balanced workloads across the ribbon or feign through the spring cloud Config enables the application of multi-environme

The use of Spring Cloud-ribbon clients

starting with version 1.2.0, Spring Cloud Netflix now supports the use of attributes and Ribbon documentation is compatible from Defining Ribbon Clients . This allows you to change the behavior at startup in different environments.The supported properties are as follows and should be prefixed with: NFLoadBalancerClassName: Should be implementedILoadBalancer NFLoadBalancerRuleClassName: Should be implementedIRule NFLoadBalancerPingCla

Diagnose the performance of Linux servers in one second

Performance diagnostics for Linux in 60,000 millisecondsWhen you log on to a Linux server in order to solve a performance problem: What should you check in the first minute?At Netflix, we have a huge EC2 Linux cloud, as well as a number of performance analysis tools to monitor and diagnose its performance. These include Atlas for cloud monitoring, and vectors for on-demand instance analysis. While these tools can help us solve most problems, we still

Spring Cloud feign usage and performance optimization

1. Feign custom configuration and root containers are effectively isolated. Annotated with @configuration cannot be detached from its package name within the scope of the primary @componentscan (or @SpringBootApplication) Note that the best way to avoid packet scanning overlap is to explicitly specify the package name 2. Spring Cloud Netflix provides the default bean type: Decoder Feigndecoder:responseentitydecoder (whic

"Springcloud" (2)---springcloud introductory article

Dubbo Spring Service Registration Center Zookeeper Spring Cloud NETFILX Eureka Service invocation Mode Rpc REST API Service Monitoring Dubbo-monitor Spring Boot Admin Circuit Breaker Not perfect Spring Cloud Netflix Hystrix Service Gateway No Spring Cloud Netflix

Learn some springcloud every day (vii): Routers and Filters-zuul

Why to use ZuulLet's take a look at the diagram below.If we now have four microservices, which are users, orders, payments, and collection microservices, they are invoked using HTTP, restful, thrift, Kafka, respectively. This time if we call the client directly in the sense is not too much effort, the client needs to maintain these methods of invocation of the client, if the late addition of micro-services or reduce or replace the call mode, etc., need to modify the client. So let's see what it'

"Springcloud" (1)---springcloud introductory article

Dubbo Spring Service Registration Center Zookeeper Spring Cloud NETFILX Eureka Service invocation Mode Rpc REST API Service Monitoring Dubbo-monitor Spring Boot Admin Circuit Breaker Not perfect Spring Cloud Netflix Hystrix Service Gateway No Spring Cloud Netflix

Enterprise Distribution Micro Service Cloud Springcloud springboot MyBatis (quad) circuit breaker (Hystrix)

In a microservices architecture, the service is split into services according to the business, and the service and service can call each other (RPC), which can be invoked with Resttemplate+ribbon and feign in spring cloud. To ensure their high availability, a single service is typically deployed in a cluster. Due to network reasons or their own reasons, the service does not guarantee that 100% is available, if a single service problem, call the service will be a thread blocking, if there is a la

Springcloud (7)---Gateway concept, Zuul project construction

Center(2) product-server:8001 commodity micro-service(3) order-server:9001 Order micro-service(4) zuul-gateway:6001 Zuul GatewayRegistration Center, Commodity microservices, order in the previous blog has been set up, here is not repeated writing. Here only the Zuul-gateway micro-service is written.1, Pom.xml Client jar package, this in order micro service, commodity microservices are to be added - Dependency> groupId>Org.springframework.cloudgroupId> Artifac

Spring Cloud (11) Infamous service invocation: Use of feign (Part one)

that is based on Netflix feign, with the exception of load balancing, service invocation, and break-out protection. It also provides a way to define declarative Web service clients and support for annotations that are compatible with SPRINGMVC.Iii. Quick StartContinue to use the entire project before, no classmate of this project please clone down code, address: Https://github.com/HellxZ/SpringCloudLearn.gitCreate a new project named FeignCustomer ,P

Springcloud Tutorials | Article Three: Service Consumers (feign) (Finchley version)

-cloud-starter-feign, Eureka's start relies on spring-cloud-starter-netflix-eureka-client, the web's start-dependent Spring-boot-starter-web, the code is as follows:Projectxmlns="http://maven.apache.org/POM/4.0.0"Xmlns:xsi="Http://www.w3.org/2001/XMLSchema-instance"xsi:schemalocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd" >modelversion>4.0.0Modelversion>Groupid>com.forezpGroupid>Artifactid>service-feignArtifact

Basic knowledge of Spring cloud MicroServices

management, service governance, circuit breaker, intelligent routing, micro-agent, Control bus, global lock, decision campaign, distributed reply and cluster state management in the MicroServices architecture.Spring Cloud contains several sub-projects, as described below.1) Spring Cloud Config: Configuration Management tool, supports the use of git storage configuration content, can use it to implement the application configuration of the external storage, and support client configuration infor

Springcloud Learning--routing gateways

(elasticload balancing) Use diversificationSpring Cloud consolidates and enhances the Zuul. Currently, Zuul uses the Apache HTTP Client as the default.Zuul and Eureka are used together, Zuul need to register to Eureka,Pom files need to add dependencies: Dependencies> Dependency> groupId>Org.springframework.cloudgroupId> Artifactid>Spring-cloud-starter-netflix-eureka-clientArtifactid> Dependency> Dependenc

Spring Cloud Eureka

One. NetFlix EurekaSpring Cloud Eureka implements service registration in discovery through NETFLIEX Eureka, which contains server-side components that also contain client components.Eureka Service SideService registration: in the service governance framework, a registry is typically built, and each service unit registers its own services with the registry and informs the Registry of additional information such as the host and port number, version num

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