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Data Science Using R and Python

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Course type: Online Instructor led Course

Platform: zoom meeting

Course ID: 42925

Course type: Online Instructor led Course

Platform: zoom meeting

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About the Course

Introduction to Data Science Overview


Data science has become the central approach to consider complex problems in both business and academia. In this course, students learn how data science is done with a focus on data acquisition, cleaning, and aggregation, exploratory data analysis and visualization , model creation and validation. Professional use the both Python and R  to work through real-world examples that illustrate these concepts.Professionals also learn some of the statistical and mathematical foundations that power the data-scientific approach to problem solving.


 


Data Science with R & Python


 


UNIT 1 : Introduction to R / Python


 



  • R variables and Data Types


 



  • Conditional and looping statements


 



  • Data Structures


 



  • Vector


 



  • Matrices


 



  • List


 



  • Factors


 



  • Data Frames


 



  • Graphics


 



  • Statistical usages in R


 



  • Time series Analysis


 


UNIT 2: ANALYSIS USING R/Python


 



  • Understanding the dataset


  • Cleaning, manipulating,munging of data set



  • Practical Analysis using data set


UNIT 3:   Machine Learning with R/ Python



  • What is Machine Learning



  • Types of Machine Learning



  • Algorithms in Machine Learning(with hands on practice) 


  • KNN -K Nearest Neighbor



  • Naive Bayes



  • Decision Trees


  • Divide and Conquer



  • Linear Regression



  • Random Forest 


  • Regression / Model Trees



  • Logistic Regression



  • Artificial Neural Networks



  • Support Vector Machines



  • Market Basket Analysis



  • K-means clustering


UNIT 4 : DATA VISUALIZATION USING R



  • Visualization Packages in R



  • Using of these packages in Machine Learning

Date and Time

Not decided yet.

About the Trainer

Manjari picture

4 Avg Rating

3 Reviews

4 Students

2 Courses

Manjari

B.E.,MS(Eng).,MBA

5 Years of Experience

Having 11 years of experience in both Academic and IT sector.
Currently i am working as a Hadoop developer and Data Scientist in a MNC.
I am online trainer for Hadoop and Datascientist. I help in recruiting candidates in India as well as Abroad

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