Machine learning with KNN algorithm


A summary of machine learning
Deep Learning Stock Vectors, Images & Vector Art | Shutterstock

Machine learning

Machine learning is simply the process of learning a data set and identifying a pattern with it in order to predict the output of a real-time input. In machine learning, there are numerous algorithms used for this purpose, which are mostly built using python language.

Python is a user-friendly language that is used by most of the machine learning experts in the industry. Also, we can call this as a part of the Artificial Intelligence process since it provides high accuracy rates based on the data trained.

Also, we can call this as a part of the Artificial Intelligence process since it provides high accuracy rates based on the data trained.

Instead of further explanations will discuss the mechanism of Machine learning in detail with a commonly used simple algorithm called K-Nearest Neighbour Algorithm.

KNN algorithm

this image describe K-Nearest Neighbor with practical Implementation
K-Nearest Neighbor with Practical Implementation
Medium.com

This algorithm mainly consists of 3 items as follows:-

  1. Training data set
  2. Testing data set
  3.  KNN value

Training data set

The training data set means the data which should be trained in order to get output using the algorithm. Higher the training data set higher accuracy. The data should be training input parameters & training output value.

Testing data set

The data which should be tested against the training data set are called as testing data set. Simply the real-time input through which we expect an output.

KNN value

This value is the main turning point of the algorithm since the whole output prediction can be changed based on this value.

Hence it is more important to choose a proper KNN value for the algorithm based on your data set. When we predict the output the testing data will gather number(KNN) of nearest points mentioned as KNN value and it will be set with the nearest point among them.

Higher the KNN value higher the nearest points it will gather. Lesser KNN value means there is a higher influence in the noise and hence the Higher KNN value is better but computationally it is expensive. Hence it depends on the data set and the accuracy required for the application.

Application of KNN algorithm

 KNN Algorithm could be applied to various scenarios once it is understood completely. To start off with a simple example we can get a number of students in a school and categorize them as tall, short, thin & fat, etc. Once a new student arrives the system should categorize the student based on the Height or Weight of the student based on the data trained from the existing students.

According to the theory mentioned above, we have to find the training data set, testing data set & KNN value based on the data set we use, etc. Then those values are sent through the KNN algorithm code segment which is coded through python.

* Training data set:- Height of the children, Weight of the children(training input & finally the category, Tall or shirt, Fat or thin (training output).

Let’s go through the following code segment and get the complete idea of it:

#BEGINNING OF CODING

#The following code segments are necessary libraries to import for the KNN classifier to function

from sklearn import datasets

from statistics import mode

import pandas as pd

import numpy as np

import imp

import matplotlib.pyplot as plt

from sklearn.neighbors import KNeighborsClassifier

#end of import

#setting training data

datavalues=pd.read_csv(‘trainexample.txt’)

#Training data is a text file and it should read as P1,P2,P3,…..Pn,N

#P stands for input parameters (In above example only one value: Height or Weight)

#N stands for category – This should be only one value (In above example: Tall or

#Short, Fat or Thin)

#Example image of a training data set text file:

Example image of a training data set text file
image by blogtox

#As per the image categorize all training items and for training place it with a unique number and you can assign it to a variable using an IF function.

#Setting testing data

testvalues=pd.read_csv(‘EntireOutput.txt’)

#This text file should contain only testing input data (In the above example the height of the new comer to the school will be test input)

#Example image of a testing data set text file:

This contains only testing input parameters
image by blogtox

#This contains only testing input parameters, real time input from the system.

#In above example only one parameter should be their. (Height or Weight)

#Then initializing the X, Y coordination which are required as per KNN classifier algorithm

X=np.array((datavalues.iloc[:, [0,1]]), dtype=float)

Y=np.array((datavalues.iloc[:, 2]), dtype=float)

#Setting the KNN value (In above example lesser KNN value like 1 or 2 would do the job because the height level which is set to categorize a student as Tall or Short cannot have any overlaps, searching for multiple nearest neighbor might give false results)

knn = KNeighborsClassifier(n_neighbors=2)

#Fitting the X, Y values into the KNN classifier

knn.fit(X, Y)

#Initializing test data into X_test coordination

X_test = np.array(test values.iloc[:, [0,1]])

#Predicting the final result based on the training data set

prediction = np.array(knn.predict(X_test), dtype=float)

#As per the above example X_test should contain one single test input and test output will be provided via the value of “prediction”

#END OF CODING

CONCLUSION

Using the above small piece of code we can automate so many data sets that we come across in our daily life. Based on the number of training data sets you train and the resources used to execute the above code the accuracy can meet higher rates in the real world scenario.

Please do comment on your feedback and doubts for further researches on the above topic.

Thank you

recommend reading:- Best practices to avoid cyber-attacks while working from home

 

 

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    Donaldadu
    February 21, 2021
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    Добрый день друзья
    Обустройство скважины с пластиковым кессоном
    Пластиковый кессон – самое оптимальное решение только что обустроенной скважины. Помимо того что, он отлично защищает Вашу скважину, обеспечивает ей необходимую герметичность. Пластик, как известно, не подвержен коррозии. К тому же, ни в каком дополнительном обслуживании пластиковый кессон не нуждается. В результате Вы имеете чистую питьевую воду в доме и на своем участке, используя для полива огорода. И пользоваться пластиковой конструкцией Вы можете в течение 50 лет, не опасаясь за работу Вашей скважины.
    Монтаж пластикового кессона в только что обустроенную скважину состоит из этапов:
    Вокруг обсадной трубы выкапывают котлован с запасом на 20-30 см больше диаметра пластикового кессона. Выравнивают дно.Опускают кессон отверстием на обсадную трубу. Фиксируют трубу к корпусу кессона. Точность и аккуратность установки напрямую влияет на качество пользования и срок службы кессона.К кессону через боковые отверстия в его стенке подсоединяют трубы водопровода и вывода на внешний поливочный кран, подсоединяется питающий кабель, всё аккуратно закрепляется крепежными болтами.Обсадная труба должна быть обрезана до нужной высоты с учетом кессона. В скважину спускается насос через оголовок. Подключают все трубы, закрепляя болтами. на оголовке.Устанавливают в кессоне гидроаккумулятор и системы автоматики, розетка со шнуром для подключения электрического кабеля.Подводят трубы и электрический кабель к домуЗакрывают крышку кессона. Засыпают щели выкопанной землей. Литой пластиковый корпус кессона, а также его установка на глубине 2 м (это ниже промерзания грунта) защищает скважину и оборудование от замерзания в холодное время года.Монтаж пластикового кессона и обустройство скважины завешено и можно пользоваться скважиной.

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    February 21, 2021
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    Clinical Presentation Abdominal pain Bloody, mucusy diarrhea Anemia Lower abdominal cramps (much less common) Weight loss Abdominal tenderness Falling off growth curve Vomiting Delayed puberty Fever Perianal lesions Weight loss Finger clubbing Crohn’s Disease generally presents with crampy abdominal ache, recurrent fever, weight loss, and diarrhea. This methodology of MacCallum Cancer Centre classification is turning into increasingly outdated as researchers uncover certain cancers previously the wave has only simply begun considered unrelated which have widespread biomarkers or genetic motifs and reply to Patients, clinicians and teachers have suggested medicines in related ways. On the opposite, in a fashion analogous to irritation, reactive astrogliosis additionally has the potential to exert detrimental effects allergy testing staten island [url=https://www.asbbs.de/biopharmaceutics/purchase-online-seroflo-cheap/index.html]generic 250mcg seroflo with amex[/url]. The satan had taken advantage of her feelings from this tragedy in her youth and despair had become a stronghold in her mind. Infants under 6 months, vaccinated youngsters, adolescents and adults usually do not have the everyday whoop or cough paroxysm.
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    Donaldemn
    February 21, 2021
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    Добрый день друзья
    Обустройство скважины
    Обустройство скважины – это комплекс земельных и монтажных работ, необходимых для качественного и комфортного пользования чистой водой из только что пробуренной скважины. В результате него долгожданная вода из скважины, наконец, поступает в дом. Процесс требует точных расчетов и тщательной подготовки, которую выполняют специалисты высокой квалификации, дополненной многолетним опытом в этой сфере. При обустройстве скважины компания ” БурТехСервис” ориентируется прежде всего на нужды своего заказчика, помогая выбрать оптимальный вариант, подходящий и по цели, и по цене.
    Основные этапы обустройства скважины
    Подготовка.
    На этом этапе мы с вами уже определившись со способом обустройства скважины, а именно – подобрали соответствующее оборудование (кессон, адаптер либо оголовок). А также приготовили необходимые материалы и инструменты. При выборе способа обустройства скважины специалисты руководствуются следующими данными: глубиной и диаметром скважины, учли расход воды в разных точках участка, протяженность водопроводных труб (длиной трубопровода). Несомненно, правильная подготовка помогает предупредить возникновение возможных проблем в будущем, а также избежать дорогостоящего ремонта.
    Прибытие на место монтажа. Оборудование, а также материалы и необходимые инструменты доставляются на Ваш участок.Начинаем с земляных работ. Нами подготавливается котлован при обустройстве кессоном, либо копается приямок для обустройства с адаптером. Траншея выкапывается по необходимости. Глубина при копке должна быть ниже уровня промерзания (1,5-2 метра).Далее обрезаем обсадную трубу на нужной высоте при монтаже кессона. При монтаже адаптера труба не обрезается.После этого устанавливаем кессон, либо делаем врезку в трубу скважинного адаптера.Устанавливаем также в скважину погружной насос.
    Специалисты «БурТехСервис» руководствуясь данными из паспорта скважины, подбирают насос. Необходимо учесть следующие данные:
    Глубину скважиныУровни воды в статике и динамикеДебит (производительность скважины)Горизонтальный перепад (уклон) высот скважиныРасстояние от самой высокой точки забора воды до уровня земли.Продолжаем монтаж. В кессон опускается и устанавливается оголовок, гидроаккумулятор, система автоматики с реле давления. На участке устанавливают летний поливочный кран.Для прокладки трубопровода к дому ранее уже выкопана траншея. В дом подводят две магистрали: одна водоподающая, вторая – для подводки электрического кабеля от насоса. При необходимости устанавливаем греющий кабель.После всех работ выполняем подключение оборудования к электричеству. Обязательно проводится проверка работы систем автоматики.Обустройство скважины завершено!

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