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Hulu machine learning questions and Answers series | The six rounds: PCA algorithm

Long time no See, Hulu machine learning questions and Answers series and updated again!You can click "Machine Learning" in the menu bar to review all the previous installments of this series and leave a message to express your thoughts and ideas, and perhaps see your testimonials in the next article.Today's theme is"Dimensionality Reduction"IntroductionThe universe is the sum of time and space. Time is a one-dimensional, and the dimensions of space, t

Ten years of sharpening a sword, American giant video site Hulu's Live system architecture practice

Hulu is a U.S.-listed online video company in 2007, offering subscription-based video services with a business model similar to the domestic love-odd art and Youku. Hulu released the latest OTT live TV app--hulu in May this year, with the aim of replacing the traditional cable TV service, and the recent emergence of live broadcast applications such as YY, Ying, e

Hulu machine learning questions and Answers series | 17: Classical variant of random gradient descent algorithm

This is the second machine study this week, is also the 17th article of the Hulu Face Test series ~ All the content before can be found in the menu bar "machine learning", may you warm, know new.Today's content is"Classical variants of the random gradient descent algorithm"Scenario DescriptionReferring to the optimization method in deep learning, people would think of stochastic Gradient descent (SGD), but SGD is not the ideal balm, but sometimes it b

Hulu machine learning questions and Answers series | 21: Classification, sequencing, evaluation of regression models

The answer to this issue, combined with a specific Hulu business case, can be said to be interesting and understood. Come on, learn!Today's content is"Classification, sequencing, evaluation of regression models"Scenario DescriptionIn the model evaluation process, classification problems, sequencing problems, regression problems often need to use different evaluation indicators for evaluation. However, in many evaluation indicators, most of the indicat

Implementation of Docker on yarn in Hulu

This article is the main work I have done in Hulu this year, combined with the current popular two open source solutions Docker and yarn, provide a flexible programming model, currently supporting the DAG programming model, will support the long service programming model. Based on Voidbox, developers can easily write a distributed framework, Docker as a running execution engine, yarn as a management system for cluster resources. This article i

Hulu machine learning questions and Answers series | The seventh bomb: unsupervised Learning algorithm and evaluation

I hear that Hulu machine learning is better than a winter weekend.You can click "Machine Learning" in the menu bar to review all the previous installments of this series and comment on your thoughts and comments.At the same time, in order to make everyone better understand Hulu, the menu "about Hulu" also made the corresponding adjustment, curious babies, brand t

Hulu machine learning questions and Answers series | 16: Classic Optimization algorithm

Nocedal. "On the limited memory BFGS method for large scale optimization." Mathematical Programming 45.1 (1989): 503-528.Next Topic Preview"The classical variant of the random gradient descent algorithm "Scenario DescriptionReferring to the optimization method in deep learning, people would think of stochastic Gradient descent (SGD), but SGD is not the ideal balm, but sometimes it becomes a pit. When you design a deep neural network, if you only know to train with SGD, and in many cases you get

Hulu written test programming-big integer addition

I took part in Hulu's test on Friday. I had a lot of questions in 70 minutes and I was not prepared enough. It took 40 minutes for the first 10 multiple choice questions, the last five blank questions had to be left blank. In this case, the time is

Spark Streaming Practice and optimization

computing engine in this field, a true streaming system that reads a single piece of data from a data source and processes it individually. Faster response time (less than one second) compared to spark Streaming,storm, which is better suited for low latency scenarios such as credit card fraud systems, advertising systems, etc. However, the advantage of comparing Storm,spark streaming is that the throughput is large, the response time is also acceptable (in seconds) and compatible with other too

How to convert multiple json strings into arrays in php

Convert multiple json entries in php to an array {"SchemeName": "design scheme for ontology protection engineering of Hutian kiln site (Hulu Kiln and horseshoe kiln)", "SchemeType": "technical solution (delegated to a third party )", "DeclareYear": "2014", "SchemeStatus": "under review", "Province": "Jiangxi Province" },{ "SchemeN php multiple json strings converted to Arrays {"SchemeName": "design scheme for ontology protection engineering of Hutian

Top 10 IT companies: Foursquare

advertising budgets for this blog.   8. Gawker Gawker At the beginning of this year, Nick Danton, the owner of Gawker MediaDenton) began to pay writers and editors based on the article's traffic attraction. After this measure, the Gawker Media traffic increased by 38%.   9. Hulu Hulu Employees of established media companies such as Disney, NBC, and Fox do not like Hu

Huluyun hardware plan and sunbench software plan launch Based on cubieboard

Sometimes, I prefer Arduino over cubieboard. Let's talk about the PWM problem first. Now there is no complete PWM driver on cubie's A10, and it is not enough and inconvenient to use, and some things such as IR are very mature in Arduino.So I started a hardware program for huluyun.1 huluyun is a real Arduino, and its design makes it easy to connect to CB. When buying it, it comes with four dubang lines 2.54 to 2, which are used for serial port and power supply, and can communicate with each other

13 Inexpensive Technology Gifts

1.Roku 3 Set-top box is our first choice in the product category of the Internet media set-top box. As a whole, this set-top box is the best choice for online streaming media playback services, such as Netflix, Hulu Plushbo go, Amazon Instant, Vudu, and hundreds of other services--with almost the exception of itunes and YouTube. This is certainly a perfect choice for students who are unable to afford the cost of cable TV services or have just graduate

2009 Global 50 Best Sites

bloggers, Picasa and SketchUp. YouTube, video sharing website Google's video site, July U.S. independent user access to 85.1 million, become the United States the fourth largest Web site. Wolframalpha, a search engine known as "Google Killer" This year, a new search engine, known as the "Google Killer." A deal with Microsoft this month has just been agreed to allow Bing to display Wolfram Alpha's search results directly. Hulu, HD TV program website T

Python additions and deletions, list

List additions and deletions change1 #[, ' C ', ' DFAs ', True]2 #indexes and slices. 3 #Li = [I/P, ' AF ', ' re ', 4, ' ")4 #print (l[0])5 #print (l[3])6 #print (l[-1])7 #slices:8 #print (Li[0:3])9 #print (Li[2:5])Ten #print (Li[0:5:2]) One #print (li[-2::-2]) A #print (li[5:0:-2]) - #Yuanhao - #li = [' Taibai ', ' Alex ', ' Wusir '] the #1 Increase append at the end of adding an element - #Print (li.append (' Yuanhao ')) - #Li.append ([A/A, ' www ']) - #Print (LI) + #While True: - #username =

Convert multiple json strings in php to an array

Convert multiple json entries in php to an array {"SchemeName": "design scheme for ontology protection engineering of Hutian kiln site (Hulu Kiln and horseshoe kiln)", "SchemeType": "technical solution (delegated to a third party )", "DeclareYear": "2014", "SchemeStatus": "reviewing", "Province": "Jiangxi Province" },{ "SchemeName ": "yuanzhongdu site south gate of Gongcheng and protection project of tamping soil at Southwest angtai", "SchemeType": "t

Social Network Information

Thomas cramton: Chinese people use the online video platform in a very different way than Americans use YouTube. The way that Chinese people use the online video platform is very different from the way that Americans use YouTube. Unlike short videos of cute animals or silly behaviors on YouTube, Youku and Tudou are more popular for a long time, and more than 70% of them are professionally produced. Chinese users spend an hour each day on these websites. Correspondingly, American users spend an a

Silverlight is not used for on-demand video streaming on MSN.

and news videos, with a short length. TV series is the first long program launched by MSN in the UK. According to a survey, MSN videos rank fifth among similar network services in the UK. In addition, all on-demand TV series do not have additional DRM (Digital Copyright Protection) measures, but only IP addresses from the UK can watch. Media Analysis believes that the TV series on demand of MSN will compete with the BBC's iPlayer podcast service. The US video website

2015 programming language "money" inventory

supports JSX, a JavaScript syntax extension that can be compiled like JavaScript.RubyRuby is designed to make it fun for developers to work efficiently, and it's popular with the Ruby on Rails framework, which is optimized to ensure that the programming process is fun. Because Ruby is similar to English grammar, rails has tools that make it easier for common development tasks to be done "by default," and many people would recommend that Ruby be selected as your first programming language.Ruby i

Big open Brain--a classic algorithmic problem with Linux commands commonly used in a project

too much spit slot.Although today is Sunday, can the brain hole big open, also must have a topic. The previous example has a classic top k problem. Because search engines often need to count the hottest query strings, the top K problem is the foundation. TOPK problem with small Gan. Maintain a small K-size Gan, traversing the elements to be compared, respectively, and with the elements to do the comparison, if the small root element, the explanation must not enter the former K, eliminated. If i

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