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Stanford University public Class machine learning: Machines Learning System Design | Error metrics for skewed classes (definition of skew class issues and evaluation measures for skew class issues: precision ratio (precision) and recall rate (recall))

classification model, which gives us a better evaluation value and gives us a more direct way to evaluate the good and bad of the model. One last thing to keep in mind, in the definition of precision and recall, we define precision and recall rates, and we habitually use Y=1 to show that this class appears very little. So if we try to detect a very rare situation, like cancer. I hope it's a rare situation where precision and recall are defined as Y=1 rather than y=0, as some of the fewer classe

Machine Learning-xi. Machine learning System Design

http://blog.csdn.net/pipisorry/article/details/44119187Machine learning machines Learning-andrew NG Courses Study notesMachine Learning System DesignPrioritizing what do I do on priorityError analysisError Metrics for skewed Classes Error metrics with biased classesTrading Off Precision and recall weigh accuracy and

Stanford Machine Learning Note-7. Machine learning System Design

7 machine learning System Design Content 7 Machine Learning System Design 7.1 Prioritizing 7.2 Error Analysis 7.3 Error Metrics for skewed classed 7.3.1 Precision/recall 7.3.2 Trading off precision and RECALL:F1 score 7.4 Data for machine learni

Stanford Machine Learning---sixth lecture. How to choose machine learning method and system

Original: http://blog.csdn.net/abcjennifer/article/details/7797502This column (machine learning) includes linear regression with single parameters, linear regression with multiple parameters, Octave Tutorial, Logistic Regression, regularization, neural network, design of the computer learning system, SVM (Support vector machines), clustering, dimensionality reduc

"Bird Brother-Basic Learning" Summary (8): Linux disk and File System Management Understanding EXT2 System

can hold is 16GB, which is consistent with the file restriction table results. However, this method is not applicable when the block size is 2KB or 4KB, because the block larger than 2KB will be limited by the EXT2 file system itself, and the calculation results and the restriction table.(3) Super blockwhere this block records information about the entire file system, the main records are:Block and the tot

Operating system Learning-operating system introduction and memory management

point in time only one process access to resources, such as memory resources access: for the entire memory resources are parallel access, However, it is mutually exclusive access for a memory unit of the smallest granularity in memory.Virtualization (leveraging multi-channel program design techniques to make each user (process/program) feel that the computer is acting as if it were a separate service)Async (The execution of the program is not consistent, but a walk-stop, forward speed is unpred

System Learning Deep Learning--googlenetv1,v2,v3 "Incepetion v1-v3"

googlenet incepetion V1This is the earliest version of Googlenet, appearing in the 2014 going deeper with convolutions. It is called "googlenet" rather than "googlenet", and the article says it is to salute the early lenet.MotivationDeep learning and the rapid development of neural networks, people are no longer focused on more hardware, larger datasets, larger models, but more attention to new idea, new algorithms and model improvements.In general, t

Deep Learning and computer Vision (11) _ Fast Image retrieval system based on Deepin learning

Cold Yang small dragon Heart DustDate: March 2016.Source: http://blog.csdn.net/han_xiaoyang/article/details/50856583http://blog.csdn.net/longxinchen_ml/article/details/50903658Disclaimer: Copyright, reprint please contact the author and indicate the source1.Key ContentIntroductionThe system is based on the CVPR2015 of the paper "deep learning of Binary Hash Codes for Fast image retrieval" Implementation of

Linux Kernel Learning Summary: Linux system understanding and learning Linux kernel experience

://www.cnblogs.com/zhengwei0712/p/5352551.html"In-depth understanding of computer Systems" chapter seventh linksjob eight process scheduling timing and process switching http://www.cnblogs.com/zhengwei0712/p/5384101.html 用户态堆栈和内核态堆栈 进程上下文的保存和恢复 进程切换的关键代码switch_to分析                                                                      第四章 进程调度 SummarizeSentiment: Mid-term sentiment, the focus of these weeks is the process of switching the assembly code, stack changes in t

5 processes of system startup for Linux system learning

:/etc/rc.d/rc.sysinit It calls execution/etc/rc.d/rc.sysinit, and Rc.sysinit is a bash shell script, It is mainly to do some system initialization work, Rc.sysinit is each run level must first run the important script.Its main tasks are: Activating the swap partition, checking the disk, loading the hardware modules, and some other priorities that need to be performed.The RC startup script in/etc/rc.d/rc5.d/is usually a connection file that starts with

Linux system understanding and Linux system learning experience

segment loaded from the obj executable, the line below is 0x08048000) Summary: My evaluation of this course is very high, this course let me have a very good understanding of the computer system principle and system implementation, Monensin teacher first from the linux32 bit machine code, elaborated the program's machine-level code implementation, and some ASM C assembly, let us have a better underst

Linux Learning: Network (firewall) and system security-related command learning

system after the operation of the use of our command to view the history, but only for the logged-on user to perform effective, even if the root user can not get other users histotry history. If the root user wants to view the other user's action records, it can be implemented by adding the following code to the/etc/profile:ps1="' whoami ' @ ' hostname ': '[$PWD] ' Historyuser_ip= ' who-u am I 2>/dev/' s/[()]//g '"" ]ThenUser_ip= ' hostname 'Fiif [!-

Stanford 11th: Design of machine learning systems (machines learning system designs)

11.1 What to do first11.2 Error AnalysisError measurement for class 11.3 skew11.4 The tradeoff between recall and precision11.5 Machine-Learning data 11.1 what to do firstIn the next video, I'll talk about the design of the machine learning system. These videos will talk about the major problems you will encounter when designing a complex machine

Stanford Machine Learning Open Course Notes (8)-Machine Learning System Design

the Method of Drawing learning curves to study whether adding data or adding features is more advantageous to the System Error Analysis: manually check which data has resulted in errors. Is there a trend between error generation and samples? After SIMPLE algorithm implementation and verification, we perform error analysis on the model to classify spam into four types.(Pharma, replica/fake, steal passwor

What is a system, what is an algorithm--lemon OA System Learning Summary

the code is the problem steps can be described. When we fully understand the nature of the problem, we can use "more sophisticated algorithms, and even mathematical formulas" to solve the problem. Algorithm is not a universal algorithm is to solve specific problems exist, this is the fate of the algorithm.So, through my nonsense, what is the ingenious algorithm in the introduction of algorithms?is a new description language after a full understanding of a problem. Yes, the algorithm is not adva

The system of learning notes in the "in-depth WPF" learning XAML syntax

quotation marks. A markup extension is a property assignment that can be assigned to a property using the syntax of a property element instead of a markup extension. Markup extensions can use some simplified syntax, after the type name can be directly followed by the property name without writing the property value (without writing a key-value pair), which directly calls the type of the constructor containing the parameter, the order of the property value is the same as the constructor function

Linux Learning notes one of the Linux system directory structures and common system commands

Order??? This is a broken note to order??I started learning Linux yesterday and took notes for later.Linux system directory structure diagrambin--is mainly used for storing binaries (such as command files) boot--boot directory dev--device directory ect--configuration folder home--User folder lib--Library folder mnt--mount directory opt--usually large software installed here proc--Real-time information ( Onl

Android compilation system learning and android compilation Learning

Android compilation system learning and android compilation Learning Recently, I took over the subsequent task of setting up a new android platform project. This article is based on the android5.1 source code provided by sprd.I. general compilation Workflow Our code is generally obtained from the chip vendor SPRD/MTK. Source code compilation, generally and google

[Django] design of the user permission Learning Series Self-owned permission management system design idea, django permission management system

[Django] design of the user permission Learning Series Self-owned permission management system design idea, django permission management system If you encounter permission operation problems when reading this article, please refer to the first two chapters of this series! Bytes This article describes the idea of designing a self-owned permission management

Dubbo Distributed System architecture with third-party payment system Simplified Source learning

"Dubbo-based Distributed System Architecture video Tutorial" contains basic, advanced, high-availability architecture, tutorials with a third-party payment project of the system architecture combat experience as the background, and eventually form a set of distributed system architecture solutions. It is a great tutorial for you to learn and understand the most p

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