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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 | 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

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 | 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

Getting Started with Word animation Tutorial 47: Moving multiple objects with a spike

The Office Clipboard can hold up to 24 copied or cut items, and the field (Spike, which is visually translated as a "wall nail") has a similar feature that allows you to store more nonadjacent items (more than 24) and tile them in a single document. Steps are: 1. Select the objects you want to move and press CTRL+F3 to move them to the field. 2. Repeat the 1 steps for each remaining item that you want to move. 3. Place the insertion point where you

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

Note memory Spike when using asynchronous socket)

Note memory when using asynchronous socket Spike This is an article I read online, the original address: http://morganchengmo.spaces.live.com/blog/cns! 9950ce918939932e! 3022. Entry In. net, the memory is hosted by the system, and programmers do not need to worry about memory leaks. However, in asynchronous socket, this is not very reliable, although there will be no memoryLeak, but memory spike with simil

When using asynchronous socket, pay attention to memory spike.

This is an article I read online, the original address: http://morganchengmo.spaces.live.com/blog/cns! 9950ce918939932e! 3022. Entry In. in. net, the memory is hosted by the system, and programmers do not need to worry about memory leaks. However, this is not very reliable in asynchronous socket, although there will be no memory leak, however, memory spike with similar features may appear. According to kb947862 (http://support.microsoft.com/kb/9478

PHP implementation of intranet penetration application spike reconstruction completed

This article mainly introduces the PHP implementation of the intranet penetration application spike reconstruction completed, has a certain reference value, now share to everyone, the need for friends can refer to Formula attached project address: https://github.com/slince/spike; This small application last year, the first version has been completed, according to their own project needs, anyway, there a

The Requests/second in the performance pressure test responds to the Spike problem, requestssecond

The Requests/second in the performance pressure test responds to the Spike problem, requestssecond Recently, I have been busy with the final sprint of switching to the java project. The coding code, debug, and fixbug in the early stage are all gradually closed, and the performance pressure test before going online. Although it is not the performance pressure test requirement before the big promotion, but for the sake of security, you need to have a nu

Solving a Python dictionary structure memory spike problem

Background: When reading a key value data, the Python dictionary structure causes memory usage to expand by about 10 times times and is not tolerated. This article solves this problemData: Word2vec The result of the training, word corresponds to a 400-D word vector. A total of 1.6G around the glossarySolution: Use Python's class array for resolution.Step: 1, convert raw data into Key,index and binary Value data block file, where binary Value data block size is 750M2, the array after loading in a

Apple latest IOS11 system spike punch card how to crack nail punch to crack the latest Apple system without jailbreak

Before, for the latest Apple system nail virtual positioning check-in, we are in the form of modified code to modify the location. However, the method of remote code modification has limitations: First: Only support the Apple 9 system and 10 system, can be remotely modified code in the form of virtual positioning, but the latest upgrade of the 11 system of the Apple phone has fixed this bug, so the remote modification code does not support the 11 system of the Apple phone!Second: Modify the code

A/DC spike pulse absorption circuit

The pulse problem directly affects the EMI and power supply noise of the product, and it is necessary to add a spike pulse absorption circuit at some point.As can be seen, the peak pulse absorption circuit is an RC absorption circuit. As for where the DC and the RC absorption circuit, there is a rule, that is, when the switch tube on/off, with the inductor to form a circuit.How do I select RC parameters?The 1:RC 3dB cutoff frequency is set to 5~8 time

Liuyi Spike of the ticket analysis

Statement: About the panel analysis, but the pen is used to record every time the "market" the appearance of some background, as well as personal observations and views, to help some friends understand the market, do not have absolute practical, please investors attention to risk. PS: Reprint please indicate the source!In the past, our experience is that the MACD appears the Gold fork, the price will rise!However, we can see that the 2-hour MACD indicator has a gold fork, and the fare trend is:

MySQL database CPU Spike emergency handling method

Tags: poi Ott 51cto Enter system mic word reserved sofMySQL database CPU Spike emergency handling methodRun a smooth database, if you encounter CPU hurricane, to 80% or so, it must be developed to write bad SQL caused, the DBA first to ensure that the database does not run off, so we have to put those running slow SQL killed and recorded in the file, so that the subsequent troubleshooting. Here is a tool pt-kill that can help you. 1

DB2 on P7 system, System CPU may spike.

Tags: System CPU SpikeIf there is many CPUs (over the CPUs or even to + CPUs) on AIX platform, there might is a performance problem (very high C PU) caused by bad performance of Thread_unlock during very high DB2 latch contention.The main symptom at DB2 side is sqlospinlockreleaseconflict would cost a long time (over microseconds) to release a LATC H and many latch-waiters is waiting on this latch.The root cause is an AIX kernel call Thread_unlock (called by DB2 function Sqlospinlockreleaseconfl

Python's spike robot push weather forecast

Send the weather forecast to the nail group by the Python script combined with the nail robot#!/usr/bin/python#-*-coding:utf-8-*-# Author: [emailprotected]# My blog http://m51cto.51cto.blog.com Import req Uestsimport reimport urllib2import jsonimport sysimport osheaders = {' Content-type ': ' Application/json;charset=utf-8 '} Api_url = "Https://oapi.dingtalk.com/robot/send?access_token=37e23308d1b84eb4ac34566e03c4c4e74bxxx7xxxxxxxxxxx" # #从钉钉机器人设置中拷贝 def msg (text): json_text= {"M

Java Case 3: Method Area (PermGen) memory rapid spike problem

pool, each connection in the pool is proxyconnection, and the pool seems to fail, frequent recycling, create ... (So far, I haven't figured out why to use a proxy type of connection, the role of the agent from the code does not see a doorway, nor for monitoring.) )The reason for the position, the solution is very simple: directly with Ali's Druid replaced. The test results prove that the previous analysis is correct.Conclusion: Programmers create value instead of repeating wheels, embracing ope

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