SlideShare une entreprise Scribd logo

Linear Regression vs Logistic Regression | Edureka

•
•
Edureka!
Edureka!

YouTube: https://youtu.be/OCwZyYH14uw ** Data Science Certification using R: https://www.edureka.co/data-science ** This Edureka PPT on Linear Regression Vs Logistic Regression covers the basic concepts of linear and logistic models. The following topics are covered in this session: Types of Machine Learning Regression Vs Classification What is Linear Regression? What is Logistic Regression? Linear Regression Use Case Logistic Regression Use Case Linear Regression Vs Logistic Regression Blog Series: http://bit.ly/data-science-blogs Data Science Training Playlist: http://bit.ly/data-science-playlist Follow us to never miss an update in the future. YouTube: https://www.youtube.com/user/edurekaIN Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka

Technologie
1  sur  21
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Agenda 32 41 5 Types of Machine Learning Regression Vs Classification What is Linear Regression? Linear Regression Use case What is Logistic Regression? 6 Logistic Regression Use case 7 Linear Vs Logistic Regression
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Types Of Machine Learning
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Types Of Machine Learning Reinforcement LearningSupervised Learning Unsupervised Learning
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Regression And Classification Machine Learning Supervised learning Unsupervised learning Reinforcement learning Classification Regression
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Regression Vs Classification
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Regression Vs Classification Classification Regression Classification is the task of predicting a discrete class label Regression is the task of predicting a continuous quantity • In a classification problem data is classified into one of two or more classes • A classification problem with two classes is called binary, more than two classes is called a multi-class classification Spam Non-Spam Mail • A regression problem requires the prediction of a quantity • A regression problem with multiple input variables is called a multivariate regression problem Predicted price Actual price Time Price
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is Linear Regression?
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is Linear Regression? Linear Regression is a method to predict dependent variable (Y) based on values of independent variables (X). It can be used for the cases where we want to predict some continuous quantity. • Dependent variable (Y): The response variable who’s value needs to be predicted. • Independent variable (X): The predictor variable used to predict the response variable. The following equation is used to represent a linear regression model: Y= 𝒃 𝟎 + 𝒃 𝟏 𝒙 + ⅇx y independent variable dependentvariable
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is Linear Regression? Linear Regression is a method to predict dependent variable (Y) based on values of independent variables (X). It can be used for the cases where we want to predict some continuous quantity. x y independent variable dependentvariable Y= 𝒃 𝟎 + 𝒃 𝟏 𝒙 + ⅇ dependent variable Y intercept Slope independent variable Error Y intercept ( 𝑏0) Error (e) Slope ( 𝑏1)
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is Logistic Regression?
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is Logistic Regression? Logistic Regression is a method used to predict a dependent variable, given a set of independent variables, such that the dependent variable is categorical. x y independent variable dependentvariable 0 1 • Dependent variable (Y): The response binary variable holding values like 0 or 1, Yes or No, A, B or C • Independent variable (X): The predictor variable used to predict the response variable. The following equation is used to represent a linear regression model: 𝐘 𝟏 − 𝐘 log = C + B1X1 + B2X2 + ….
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is Logistic Regression? Logistic Regression is a method used to predict a dependent variable, given a set of independent variables, such that the dependent variable is categorical. x y independent variable dependentvariable 0 1 𝐘 𝟏 − 𝐘 log = C + B1X1 + B2X2 + …. • Y is the probability of an event to happen which you are trying to predict • x1, x2 are the independent variables which determine the occurrence of an event i.e. Y • C is the constant term which will be the probability of the event happening when no other factors are considered
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Linear Regression Use Case
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Linear Regression Use Case To forecast monthly sales by studying the relationship between the monthly e-commerce sales and the online advertising costs. Monthly sales Advertising cost In 1000s 200 900 450 680 490 300 0.5 5 1.9 3.2 2.0 1.0 200 400 600 800 1000 1.0 2.0 3.0 4.0 5.0 Cost in 1000s Monthlysales y x
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Logistic Regression Use Case
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Logistic Regression Use Case To predict if a student will get admitted to a school based on his CGPA. Admission CGPA 0 0 0 1 1 1 4.2 5.1 5.5 8.2 9.0 9.1 0 1 2.0 4.0 6.0 8.0 10 CGPA Admission y x
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Linear Regression Vs Logistic Regression
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Linear Regression Vs Logistic Regression
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science YouTube Video Link in the Description
DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science WebDriver vs. IDE vs. RC ➢ Data Warehouse is like a relational database designed for analytical needs. ➢ It functions on the basis of OLAP (Online Analytical Processing). ➢ It is a central location where consolidated data from multiple locations (databases) are stored.

Recommandé

Linear Regression and Logistic Regression in ML
Linear Regression and Logistic Regression in MLLinear Regression and Logistic Regression in ML
Linear Regression and Logistic Regression in MLKumud Arora
 
Logistic Regression | Logistic Regression In Python | Machine Learning Algori...
Logistic Regression | Logistic Regression In Python | Machine Learning Algori...Logistic Regression | Logistic Regression In Python | Machine Learning Algori...
Logistic Regression | Logistic Regression In Python | Machine Learning Algori...Simplilearn
 
Logistic regression
Logistic regressionLogistic regression
Logistic regressionYashwantGahlot1
 
Logistic Regression in Python | Logistic Regression Example | Machine Learnin...
Logistic Regression in Python | Logistic Regression Example | Machine Learnin...Logistic Regression in Python | Logistic Regression Example | Machine Learnin...
Logistic Regression in Python | Logistic Regression Example | Machine Learnin...Edureka!
 
Linear and Logistics Regression
Linear and Logistics RegressionLinear and Logistics Regression
Linear and Logistics RegressionMukul Kumar Singh Chauhan
 
Logistic regression in Machine Learning
Logistic regression in Machine LearningLogistic regression in Machine Learning
Logistic regression in Machine LearningKuppusamy P
 
Logistic regression
Logistic regressionLogistic regression
Logistic regressionVARUN KUMAR
 
Classification and Regression
Classification and RegressionClassification and Regression
Classification and RegressionMegha Sharma
 

Recommandé

Linear Regression and Logistic Regression in ML
Linear Regression and Logistic Regression in MLLinear Regression and Logistic Regression in ML
Linear Regression and Logistic Regression in MLKumud Arora
 
Logistic Regression | Logistic Regression In Python | Machine Learning Algori...
Logistic Regression | Logistic Regression In Python | Machine Learning Algori...Logistic Regression | Logistic Regression In Python | Machine Learning Algori...
Logistic Regression | Logistic Regression In Python | Machine Learning Algori...Simplilearn
 
Logistic regression
Logistic regressionLogistic regression
Logistic regressionYashwantGahlot1
 
Logistic Regression in Python | Logistic Regression Example | Machine Learnin...
Logistic Regression in Python | Logistic Regression Example | Machine Learnin...Logistic Regression in Python | Logistic Regression Example | Machine Learnin...
Logistic Regression in Python | Logistic Regression Example | Machine Learnin...Edureka!
 
Linear and Logistics Regression
Linear and Logistics RegressionLinear and Logistics Regression
Linear and Logistics RegressionMukul Kumar Singh Chauhan
 
Logistic regression in Machine Learning
Logistic regression in Machine LearningLogistic regression in Machine Learning
Logistic regression in Machine LearningKuppusamy P
 
Logistic regression
Logistic regressionLogistic regression
Logistic regressionVARUN KUMAR
 
Classification and Regression
Classification and RegressionClassification and Regression
Classification and RegressionMegha Sharma
 
Logistic regression
Logistic regressionLogistic regression
Logistic regressionVenkata Reddy Konasani
 
Linear Regression Algorithm | Linear Regression in Python | Machine Learning ...
Linear Regression Algorithm | Linear Regression in Python | Machine Learning ...Linear Regression Algorithm | Linear Regression in Python | Machine Learning ...
Linear Regression Algorithm | Linear Regression in Python | Machine Learning ...Edureka!
 
03 Machine Learning Linear Algebra
03 Machine Learning Linear Algebra03 Machine Learning Linear Algebra
03 Machine Learning Linear AlgebraAndres Mendez-Vazquez
 
Logistic Regression Analysis
Logistic Regression AnalysisLogistic Regression Analysis
Logistic Regression AnalysisCOSTARCH Analytical Consulting (P) Ltd.
 
Linear Regression Analysis | Linear Regression in Python | Machine Learning A...
Linear Regression Analysis | Linear Regression in Python | Machine Learning A...Linear Regression Analysis | Linear Regression in Python | Machine Learning A...
Linear Regression Analysis | Linear Regression in Python | Machine Learning A...Simplilearn
 
Machine Learning-Linear regression
Machine Learning-Linear regressionMachine Learning-Linear regression
Machine Learning-Linear regressionkishanthkumaar
 
Linear regression
Linear regressionLinear regression
Linear regressionKarishma Chaudhary
 
Classification Based Machine Learning Algorithms
Classification Based Machine Learning AlgorithmsClassification Based Machine Learning Algorithms
Classification Based Machine Learning AlgorithmsMd. Main Uddin Rony
 
Cross-validation Tutorial: What, how and which?
Cross-validation Tutorial: What, how and which?Cross-validation Tutorial: What, how and which?
Cross-validation Tutorial: What, how and which?Pradeep Redddy Raamana
 
Logistic regression
Logistic regressionLogistic regression
Logistic regressionsaba khan
 
Machine learning session4(linear regression)
Machine learning session4(linear regression)Machine learning session4(linear regression)
Machine learning session4(linear regression)Abhimanyu Dwivedi
 
Linear regression with gradient descent
Linear regression with gradient descentLinear regression with gradient descent
Linear regression with gradient descentSuraj Parmar
 
Linear regression
Linear regressionLinear regression
Linear regressionMartinHogg9
 
Introduction to Maximum Likelihood Estimator
Introduction to Maximum Likelihood EstimatorIntroduction to Maximum Likelihood Estimator
Introduction to Maximum Likelihood EstimatorAmir Al-Ansary
 
K - Nearest neighbor ( KNN )
K - Nearest neighbor ( KNN )K - Nearest neighbor ( KNN )
K - Nearest neighbor ( KNN )Mohammad Junaid Khan
 
Module 4: Model Selection and Evaluation
Module 4: Model Selection and EvaluationModule 4: Model Selection and Evaluation
Module 4: Model Selection and EvaluationSara Hooker
 
Principal Component Analysis
Principal Component AnalysisPrincipal Component Analysis
Principal Component AnalysisRicardo Wendell Rodrigues da Silveira
 
Support Vector Machines
Support Vector MachinesSupport Vector Machines
Support Vector Machinesnextlib
 
Regression (Linear Regression and Logistic Regression) by Akanksha Bali
Regression (Linear Regression and Logistic Regression) by Akanksha BaliRegression (Linear Regression and Logistic Regression) by Akanksha Bali
Regression (Linear Regression and Logistic Regression) by Akanksha BaliAkanksha Bali
 
Dimensionality Reduction
Dimensionality ReductionDimensionality Reduction
Dimensionality Reductionmrizwan969
 
Logistic Regression in R | Machine Learning Algorithms | Data Science Trainin...
Logistic Regression in R | Machine Learning Algorithms | Data Science Trainin...Logistic Regression in R | Machine Learning Algorithms | Data Science Trainin...
Logistic Regression in R | Machine Learning Algorithms | Data Science Trainin...Edureka!
 
Machine Learning (Classification Models)
Machine Learning (Classification Models)Machine Learning (Classification Models)
Machine Learning (Classification Models)Makerere Unversity School of Public Health, Victoria University
 

Contenu connexe

Tendances

Linear Regression Algorithm | Linear Regression in Python | Machine Learning ...
Linear Regression Algorithm | Linear Regression in Python | Machine Learning ...Linear Regression Algorithm | Linear Regression in Python | Machine Learning ...
Linear Regression Algorithm | Linear Regression in Python | Machine Learning ...Edureka!
 
Linear Regression Analysis | Linear Regression in Python | Machine Learning A...
Linear Regression Analysis | Linear Regression in Python | Machine Learning A...Linear Regression Analysis | Linear Regression in Python | Machine Learning A...
Linear Regression Analysis | Linear Regression in Python | Machine Learning A...Simplilearn
 
Machine Learning-Linear regression
Machine Learning-Linear regressionMachine Learning-Linear regression
Machine Learning-Linear regressionkishanthkumaar
 
Classification Based Machine Learning Algorithms
Classification Based Machine Learning AlgorithmsClassification Based Machine Learning Algorithms
Classification Based Machine Learning AlgorithmsMd. Main Uddin Rony
 
Cross-validation Tutorial: What, how and which?
Cross-validation Tutorial: What, how and which?Cross-validation Tutorial: What, how and which?
Cross-validation Tutorial: What, how and which?Pradeep Redddy Raamana
 
Logistic regression
Logistic regressionLogistic regression
Logistic regressionsaba khan
 
Machine learning session4(linear regression)
Machine learning session4(linear regression)Machine learning session4(linear regression)
Machine learning session4(linear regression)Abhimanyu Dwivedi
 
Linear regression with gradient descent
Linear regression with gradient descentLinear regression with gradient descent
Linear regression with gradient descentSuraj Parmar
 
Linear regression
Linear regressionLinear regression
Linear regressionMartinHogg9
 
Introduction to Maximum Likelihood Estimator
Introduction to Maximum Likelihood EstimatorIntroduction to Maximum Likelihood Estimator
Introduction to Maximum Likelihood EstimatorAmir Al-Ansary
 
Module 4: Model Selection and Evaluation
Module 4: Model Selection and EvaluationModule 4: Model Selection and Evaluation
Module 4: Model Selection and EvaluationSara Hooker
 
Support Vector Machines
Support Vector MachinesSupport Vector Machines
Support Vector Machinesnextlib
 
Regression (Linear Regression and Logistic Regression) by Akanksha Bali
Regression (Linear Regression and Logistic Regression) by Akanksha BaliRegression (Linear Regression and Logistic Regression) by Akanksha Bali
Regression (Linear Regression and Logistic Regression) by Akanksha BaliAkanksha Bali
 
Dimensionality Reduction
Dimensionality ReductionDimensionality Reduction
Dimensionality Reductionmrizwan969
 

Tendances (20)

Logistic regression
Logistic regressionLogistic regression
Logistic regression
 
Linear Regression Algorithm | Linear Regression in Python | Machine Learning ...
Linear Regression Algorithm | Linear Regression in Python | Machine Learning ...Linear Regression Algorithm | Linear Regression in Python | Machine Learning ...
Linear Regression Algorithm | Linear Regression in Python | Machine Learning ...
 
03 Machine Learning Linear Algebra
03 Machine Learning Linear Algebra03 Machine Learning Linear Algebra
03 Machine Learning Linear Algebra
 
Logistic Regression Analysis
Logistic Regression AnalysisLogistic Regression Analysis
Logistic Regression Analysis
 
Linear Regression Analysis | Linear Regression in Python | Machine Learning A...
Linear Regression Analysis | Linear Regression in Python | Machine Learning A...Linear Regression Analysis | Linear Regression in Python | Machine Learning A...
Linear Regression Analysis | Linear Regression in Python | Machine Learning A...
 
Machine Learning-Linear regression
Machine Learning-Linear regressionMachine Learning-Linear regression
Machine Learning-Linear regression
 
Linear regression
Linear regressionLinear regression
Linear regression
 
Classification Based Machine Learning Algorithms
Classification Based Machine Learning AlgorithmsClassification Based Machine Learning Algorithms
Classification Based Machine Learning Algorithms
 
Cross-validation Tutorial: What, how and which?
Cross-validation Tutorial: What, how and which?Cross-validation Tutorial: What, how and which?
Cross-validation Tutorial: What, how and which?
 
Logistic regression
Logistic regressionLogistic regression
Logistic regression
 
Machine learning session4(linear regression)
Machine learning session4(linear regression)Machine learning session4(linear regression)
Machine learning session4(linear regression)
 
Linear regression with gradient descent
Linear regression with gradient descentLinear regression with gradient descent
Linear regression with gradient descent
 
Linear regression
Linear regressionLinear regression
Linear regression
 
Introduction to Maximum Likelihood Estimator
Introduction to Maximum Likelihood EstimatorIntroduction to Maximum Likelihood Estimator
Introduction to Maximum Likelihood Estimator
 
K - Nearest neighbor ( KNN )
K - Nearest neighbor ( KNN )K - Nearest neighbor ( KNN )
K - Nearest neighbor ( KNN )
 
Module 4: Model Selection and Evaluation
Module 4: Model Selection and EvaluationModule 4: Model Selection and Evaluation
Module 4: Model Selection and Evaluation
 
Principal Component Analysis
Principal Component AnalysisPrincipal Component Analysis
Principal Component Analysis
 
Support Vector Machines
Support Vector MachinesSupport Vector Machines
Support Vector Machines
 
Regression (Linear Regression and Logistic Regression) by Akanksha Bali
Regression (Linear Regression and Logistic Regression) by Akanksha BaliRegression (Linear Regression and Logistic Regression) by Akanksha Bali
Regression (Linear Regression and Logistic Regression) by Akanksha Bali
 
Dimensionality Reduction
Dimensionality ReductionDimensionality Reduction
Dimensionality Reduction
 

Similaire à Linear Regression vs Logistic Regression | Edureka

Logistic Regression in R | Machine Learning Algorithms | Data Science Trainin...
Logistic Regression in R | Machine Learning Algorithms | Data Science Trainin...Logistic Regression in R | Machine Learning Algorithms | Data Science Trainin...
Logistic Regression in R | Machine Learning Algorithms | Data Science Trainin...Edureka!
 
Supervised learning - Linear and Logistic Regression( AI, ML)
Supervised learning - Linear and Logistic Regression( AI, ML)Supervised learning - Linear and Logistic Regression( AI, ML)
Supervised learning - Linear and Logistic Regression( AI, ML)Rahul Pal
 
Module 3: Linear Regression
Module 3: Linear RegressionModule 3: Linear Regression
Module 3: Linear RegressionSara Hooker
 
S6 w2 linear regression
S6 w2 linear regressionS6 w2 linear regression
S6 w2 linear regressionRachel Chung
 
Introduction to machine learning and model building using linear regression
Introduction to machine learning and model building using linear regressionIntroduction to machine learning and model building using linear regression
Introduction to machine learning and model building using linear regressionGirish Gore
 
Loan Approval Prediction Using Machine Learning
Loan Approval Prediction Using Machine LearningLoan Approval Prediction Using Machine Learning
Loan Approval Prediction Using Machine LearningSouma Maiti
 
Supervised Machine learning Algorithm.pptx
Supervised Machine learning Algorithm.pptxSupervised Machine learning Algorithm.pptx
Supervised Machine learning Algorithm.pptxKing Khalid University
 
supervised-learning.pptx
supervised-learning.pptxsupervised-learning.pptx
supervised-learning.pptxGandhiMathy6
 
Supervised learning
Supervised learningSupervised learning
Supervised learningJohnson Ubah
 
CHAPTER 11 LOGISTIC REGRESSION.pptx
CHAPTER 11 LOGISTIC REGRESSION.pptxCHAPTER 11 LOGISTIC REGRESSION.pptx
CHAPTER 11 LOGISTIC REGRESSION.pptxUmaDeviAnanth
 
Machine Learning Course | Edureka
Machine Learning Course | EdurekaMachine Learning Course | Edureka
Machine Learning Course | EdurekaEdureka!
 
Summer 07-mfin7011-tang1922
Summer 07-mfin7011-tang1922Summer 07-mfin7011-tang1922
Summer 07-mfin7011-tang1922stone55
 
Big Data Analytics.pptx
Big Data Analytics.pptxBig Data Analytics.pptx
Big Data Analytics.pptxKaviya452563
 
Machine learning algorithms and business use cases
Machine learning algorithms and business use casesMachine learning algorithms and business use cases
Machine learning algorithms and business use casesSridhar Ratakonda
 
Eco550 Assignment 1
Eco550 Assignment 1Eco550 Assignment 1
Eco550 Assignment 1Lisa Kennedy
 
Machine learning ( Part 2 )
Machine learning ( Part 2 )Machine learning ( Part 2 )
Machine learning ( Part 2 )Sunil OS
 

Similaire à Linear Regression vs Logistic Regression | Edureka (20)

Logistic Regression in R | Machine Learning Algorithms | Data Science Trainin...
Logistic Regression in R | Machine Learning Algorithms | Data Science Trainin...Logistic Regression in R | Machine Learning Algorithms | Data Science Trainin...
Logistic Regression in R | Machine Learning Algorithms | Data Science Trainin...
 
Machine Learning (Classification Models)
Machine Learning (Classification Models)Machine Learning (Classification Models)
Machine Learning (Classification Models)
 
Supervised learning - Linear and Logistic Regression( AI, ML)
Supervised learning - Linear and Logistic Regression( AI, ML)Supervised learning - Linear and Logistic Regression( AI, ML)
Supervised learning - Linear and Logistic Regression( AI, ML)
 
Module 3: Linear Regression
Module 3: Linear RegressionModule 3: Linear Regression
Module 3: Linear Regression
 
Machine_Learning.pptx
Machine_Learning.pptxMachine_Learning.pptx
Machine_Learning.pptx
 
S6 w2 linear regression
S6 w2 linear regressionS6 w2 linear regression
S6 w2 linear regression
 
Introduction to machine learning and model building using linear regression
Introduction to machine learning and model building using linear regressionIntroduction to machine learning and model building using linear regression
Introduction to machine learning and model building using linear regression
 
Loan Approval Prediction Using Machine Learning
Loan Approval Prediction Using Machine LearningLoan Approval Prediction Using Machine Learning
Loan Approval Prediction Using Machine Learning
 
Supervised Machine learning Algorithm.pptx
Supervised Machine learning Algorithm.pptxSupervised Machine learning Algorithm.pptx
Supervised Machine learning Algorithm.pptx
 
supervised-learning.pptx
supervised-learning.pptxsupervised-learning.pptx
supervised-learning.pptx
 
Supervised learning
Supervised learningSupervised learning
Supervised learning
 
Lecture 1.pptx
Lecture 1.pptxLecture 1.pptx
Lecture 1.pptx
 
CHAPTER 11 LOGISTIC REGRESSION.pptx
CHAPTER 11 LOGISTIC REGRESSION.pptxCHAPTER 11 LOGISTIC REGRESSION.pptx
CHAPTER 11 LOGISTIC REGRESSION.pptx
 
Machine Learning Course | Edureka
Machine Learning Course | EdurekaMachine Learning Course | Edureka
Machine Learning Course | Edureka
 
Summer 07-mfin7011-tang1922
Summer 07-mfin7011-tang1922Summer 07-mfin7011-tang1922
Summer 07-mfin7011-tang1922
 
Big Data Analytics.pptx
Big Data Analytics.pptxBig Data Analytics.pptx
Big Data Analytics.pptx
 
Machine learning algorithms and business use cases
Machine learning algorithms and business use casesMachine learning algorithms and business use cases
Machine learning algorithms and business use cases
 
Eco550 Assignment 1
Eco550 Assignment 1Eco550 Assignment 1
Eco550 Assignment 1
 
Bivariate Regression
Bivariate RegressionBivariate Regression
Bivariate Regression
 
Machine learning ( Part 2 )
Machine learning ( Part 2 )Machine learning ( Part 2 )
Machine learning ( Part 2 )
 

Plus de Edureka!

What to learn during the 21 days Lockdown | Edureka
What to learn during the 21 days Lockdown | EdurekaWhat to learn during the 21 days Lockdown | Edureka
What to learn during the 21 days Lockdown | EdurekaEdureka!
 
Top 10 Dying Programming Languages in 2020 | Edureka
Top 10 Dying Programming Languages in 2020 | EdurekaTop 10 Dying Programming Languages in 2020 | Edureka
Top 10 Dying Programming Languages in 2020 | EdurekaEdureka!
 
Top 5 Trending Business Intelligence Tools | Edureka
Top 5 Trending Business Intelligence Tools | EdurekaTop 5 Trending Business Intelligence Tools | Edureka
Top 5 Trending Business Intelligence Tools | EdurekaEdureka!
 
Tableau Tutorial for Data Science | Edureka
Tableau Tutorial for Data Science | EdurekaTableau Tutorial for Data Science | Edureka
Tableau Tutorial for Data Science | EdurekaEdureka!
 
Python Programming Tutorial | Edureka
Python Programming Tutorial | EdurekaPython Programming Tutorial | Edureka
Python Programming Tutorial | EdurekaEdureka!
 
Top 5 PMP Certifications | Edureka
Top 5 PMP Certifications | EdurekaTop 5 PMP Certifications | Edureka
Top 5 PMP Certifications | EdurekaEdureka!
 
Top Maven Interview Questions in 2020 | Edureka
Top Maven Interview Questions in 2020 | EdurekaTop Maven Interview Questions in 2020 | Edureka
Top Maven Interview Questions in 2020 | EdurekaEdureka!
 
Linux Mint Tutorial | Edureka
Linux Mint Tutorial | EdurekaLinux Mint Tutorial | Edureka
Linux Mint Tutorial | EdurekaEdureka!
 
How to Deploy Java Web App in AWS| Edureka
How to Deploy Java Web App in AWS| EdurekaHow to Deploy Java Web App in AWS| Edureka
How to Deploy Java Web App in AWS| EdurekaEdureka!
 
Importance of Digital Marketing | Edureka
Importance of Digital Marketing | EdurekaImportance of Digital Marketing | Edureka
Importance of Digital Marketing | EdurekaEdureka!
 
RPA in 2020 | Edureka
RPA in 2020 | EdurekaRPA in 2020 | Edureka
RPA in 2020 | EdurekaEdureka!
 
Email Notifications in Jenkins | Edureka
Email Notifications in Jenkins | EdurekaEmail Notifications in Jenkins | Edureka
Email Notifications in Jenkins | EdurekaEdureka!
 
EA Algorithm in Machine Learning | Edureka
EA Algorithm in Machine Learning | EdurekaEA Algorithm in Machine Learning | Edureka
EA Algorithm in Machine Learning | EdurekaEdureka!
 
Cognitive AI Tutorial | Edureka
Cognitive AI Tutorial | EdurekaCognitive AI Tutorial | Edureka
Cognitive AI Tutorial | EdurekaEdureka!
 
AWS Cloud Practitioner Tutorial | Edureka
AWS Cloud Practitioner Tutorial | EdurekaAWS Cloud Practitioner Tutorial | Edureka
AWS Cloud Practitioner Tutorial | EdurekaEdureka!
 
Blue Prism Top Interview Questions | Edureka
Blue Prism Top Interview Questions | EdurekaBlue Prism Top Interview Questions | Edureka
Blue Prism Top Interview Questions | EdurekaEdureka!
 
Big Data on AWS Tutorial | Edureka
Big Data on AWS Tutorial | Edureka Big Data on AWS Tutorial | Edureka
Big Data on AWS Tutorial | Edureka Edureka!
 
A star algorithm | A* Algorithm in Artificial Intelligence | Edureka
A star algorithm | A* Algorithm in Artificial Intelligence | EdurekaA star algorithm | A* Algorithm in Artificial Intelligence | Edureka
A star algorithm | A* Algorithm in Artificial Intelligence | EdurekaEdureka!
 
Kubernetes Installation on Ubuntu | Edureka
Kubernetes Installation on Ubuntu | EdurekaKubernetes Installation on Ubuntu | Edureka
Kubernetes Installation on Ubuntu | EdurekaEdureka!
 
Introduction to DevOps | Edureka
Introduction to DevOps | EdurekaIntroduction to DevOps | Edureka
Introduction to DevOps | EdurekaEdureka!
 

Plus de Edureka! (20)

What to learn during the 21 days Lockdown | Edureka
What to learn during the 21 days Lockdown | EdurekaWhat to learn during the 21 days Lockdown | Edureka
What to learn during the 21 days Lockdown | Edureka
 
Top 10 Dying Programming Languages in 2020 | Edureka
Top 10 Dying Programming Languages in 2020 | EdurekaTop 10 Dying Programming Languages in 2020 | Edureka
Top 10 Dying Programming Languages in 2020 | Edureka
 
Top 5 Trending Business Intelligence Tools | Edureka
Top 5 Trending Business Intelligence Tools | EdurekaTop 5 Trending Business Intelligence Tools | Edureka
Top 5 Trending Business Intelligence Tools | Edureka
 
Tableau Tutorial for Data Science | Edureka
Tableau Tutorial for Data Science | EdurekaTableau Tutorial for Data Science | Edureka
Tableau Tutorial for Data Science | Edureka
 
Python Programming Tutorial | Edureka
Python Programming Tutorial | EdurekaPython Programming Tutorial | Edureka
Python Programming Tutorial | Edureka
 
Top 5 PMP Certifications | Edureka
Top 5 PMP Certifications | EdurekaTop 5 PMP Certifications | Edureka
Top 5 PMP Certifications | Edureka
 
Top Maven Interview Questions in 2020 | Edureka
Top Maven Interview Questions in 2020 | EdurekaTop Maven Interview Questions in 2020 | Edureka
Top Maven Interview Questions in 2020 | Edureka
 
Linux Mint Tutorial | Edureka
Linux Mint Tutorial | EdurekaLinux Mint Tutorial | Edureka
Linux Mint Tutorial | Edureka
 
How to Deploy Java Web App in AWS| Edureka
How to Deploy Java Web App in AWS| EdurekaHow to Deploy Java Web App in AWS| Edureka
How to Deploy Java Web App in AWS| Edureka
 
Importance of Digital Marketing | Edureka
Importance of Digital Marketing | EdurekaImportance of Digital Marketing | Edureka
Importance of Digital Marketing | Edureka
 
RPA in 2020 | Edureka
RPA in 2020 | EdurekaRPA in 2020 | Edureka
RPA in 2020 | Edureka
 
Email Notifications in Jenkins | Edureka
Email Notifications in Jenkins | EdurekaEmail Notifications in Jenkins | Edureka
Email Notifications in Jenkins | Edureka
 
EA Algorithm in Machine Learning | Edureka
EA Algorithm in Machine Learning | EdurekaEA Algorithm in Machine Learning | Edureka
EA Algorithm in Machine Learning | Edureka
 
Cognitive AI Tutorial | Edureka
Cognitive AI Tutorial | EdurekaCognitive AI Tutorial | Edureka
Cognitive AI Tutorial | Edureka
 
AWS Cloud Practitioner Tutorial | Edureka
AWS Cloud Practitioner Tutorial | EdurekaAWS Cloud Practitioner Tutorial | Edureka
AWS Cloud Practitioner Tutorial | Edureka
 
Blue Prism Top Interview Questions | Edureka
Blue Prism Top Interview Questions | EdurekaBlue Prism Top Interview Questions | Edureka
Blue Prism Top Interview Questions | Edureka
 
Big Data on AWS Tutorial | Edureka
Big Data on AWS Tutorial | Edureka Big Data on AWS Tutorial | Edureka
Big Data on AWS Tutorial | Edureka
 
A star algorithm | A* Algorithm in Artificial Intelligence | Edureka
A star algorithm | A* Algorithm in Artificial Intelligence | EdurekaA star algorithm | A* Algorithm in Artificial Intelligence | Edureka
A star algorithm | A* Algorithm in Artificial Intelligence | Edureka
 
Kubernetes Installation on Ubuntu | Edureka
Kubernetes Installation on Ubuntu | EdurekaKubernetes Installation on Ubuntu | Edureka
Kubernetes Installation on Ubuntu | Edureka
 
Introduction to DevOps | Edureka
Introduction to DevOps | EdurekaIntroduction to DevOps | Edureka
Introduction to DevOps | Edureka
 

Dernier

[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsRoshan Dwivedi
 
Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...
Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...
Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...gurkirankumar98700
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 

Dernier (20)

[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...
Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...
Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 

Linear Regression vs Logistic Regression | Edureka

  • 1.
  • 2. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Agenda 32 41 5 Types of Machine Learning Regression Vs Classification What is Linear Regression? Linear Regression Use case What is Logistic Regression? 6 Logistic Regression Use case 7 Linear Vs Logistic Regression
  • 3. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Types Of Machine Learning
  • 4. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Types Of Machine Learning Reinforcement LearningSupervised Learning Unsupervised Learning
  • 5. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Regression And Classification Machine Learning Supervised learning Unsupervised learning Reinforcement learning Classification Regression
  • 6. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Regression Vs Classification
  • 7. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Regression Vs Classification Classification Regression Classification is the task of predicting a discrete class label Regression is the task of predicting a continuous quantity • In a classification problem data is classified into one of two or more classes • A classification problem with two classes is called binary, more than two classes is called a multi-class classification Spam Non-Spam Mail • A regression problem requires the prediction of a quantity • A regression problem with multiple input variables is called a multivariate regression problem Predicted price Actual price Time Price
  • 8. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is Linear Regression?
  • 9. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is Linear Regression? Linear Regression is a method to predict dependent variable (Y) based on values of independent variables (X). It can be used for the cases where we want to predict some continuous quantity. • Dependent variable (Y): The response variable who’s value needs to be predicted. • Independent variable (X): The predictor variable used to predict the response variable. The following equation is used to represent a linear regression model: Y= 𝒃 𝟎 + 𝒃 𝟏 𝒙 + ⅇx y independent variable dependentvariable
  • 10. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is Linear Regression? Linear Regression is a method to predict dependent variable (Y) based on values of independent variables (X). It can be used for the cases where we want to predict some continuous quantity. x y independent variable dependentvariable Y= 𝒃 𝟎 + 𝒃 𝟏 𝒙 + ⅇ dependent variable Y intercept Slope independent variable Error Y intercept ( 𝑏0) Error (e) Slope ( 𝑏1)
  • 11. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is Logistic Regression?
  • 12. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is Logistic Regression? Logistic Regression is a method used to predict a dependent variable, given a set of independent variables, such that the dependent variable is categorical. x y independent variable dependentvariable 0 1 • Dependent variable (Y): The response binary variable holding values like 0 or 1, Yes or No, A, B or C • Independent variable (X): The predictor variable used to predict the response variable. The following equation is used to represent a linear regression model: 𝐘 𝟏 − 𝐘 log = C + B1X1 + B2X2 + ….
  • 13. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science What Is Logistic Regression? Logistic Regression is a method used to predict a dependent variable, given a set of independent variables, such that the dependent variable is categorical. x y independent variable dependentvariable 0 1 𝐘 𝟏 − 𝐘 log = C + B1X1 + B2X2 + …. • Y is the probability of an event to happen which you are trying to predict • x1, x2 are the independent variables which determine the occurrence of an event i.e. Y • C is the constant term which will be the probability of the event happening when no other factors are considered
  • 14. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Linear Regression Use Case
  • 15. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Linear Regression Use Case To forecast monthly sales by studying the relationship between the monthly e-commerce sales and the online advertising costs. Monthly sales Advertising cost In 1000s 200 900 450 680 490 300 0.5 5 1.9 3.2 2.0 1.0 200 400 600 800 1000 1.0 2.0 3.0 4.0 5.0 Cost in 1000s Monthlysales y x
  • 16. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Logistic Regression Use Case
  • 17. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Logistic Regression Use Case To predict if a student will get admitted to a school based on his CGPA. Admission CGPA 0 0 0 1 1 1 4.2 5.1 5.5 8.2 9.0 9.1 0 1 2.0 4.0 6.0 8.0 10 CGPA Admission y x
  • 18. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Linear Regression Vs Logistic Regression
  • 19. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science Linear Regression Vs Logistic Regression
  • 20. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science YouTube Video Link in the Description
  • 21. DATA SCIENCE CERTIFICATION TRAINING www.edureka.co/data-science WebDriver vs. IDE vs. RC ➢ Data Warehouse is like a relational database designed for analytical needs. ➢ It functions on the basis of OLAP (Online Analytical Processing). ➢ It is a central location where consolidated data from multiple locations (databases) are stored.