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Swayam Central

Business analytics and data mining Modeling using R

By Prof. Gaurav Dixit   |   IIT Roorkee
Objective of this course is to impart knowledge on use of data mining techniques for deriving business intelligence to achieve organizational goals. Use of R (statistical computingCSS - MOOCs Proposal software) to build, assess, and compare models based on real datasets and cases with an easy-to-follow learning curve.


INTENDED AUDIENCE : NILL
PREREQUISITES : Basic Statistics Knowledge
INDUSTRY SUPPORT : Big Data companies, Analytics & Consultancy companies, Companies with Analytics Division

Learners enrolled: 1677

SUMMARY

Course Status : Upcoming
Course Type : Elective
Duration : 12 weeks
Start Date : 27 Jan 2020
End Date : 17 Apr 2020
Exam Date : 26 Apr 2020
Enrollment Ends : 03 Feb 2020
Category :
  • Management Studies
  • Level : Undergraduate/Postgraduate
    This is an AICTE approved FDP course

    COURSE LAYOUT

    Week1:General Overview of Data Mining and its Components Introduction and Data Mining Process Introduction to R Basic Statistical Techniques
    Week2:Data Preparation and Exploration Visualization Techniques
    Week3:Data Preparation and Exploration Visualization Techniques Dimension Reduction Techniques Principal Component Analysis
    Week4:Performance Metrics and Assessment Performance Metrics for Prediction and Classification
    Week5:Supervised Learning Methods Multiple Linear Regression
    Week6:Supervised Learning Methods Multiple Linear Regression
    Week7:Supervised Learning Methods Naà ̄ve Bayes
    Week8:Supervised Learning Methods Classification & Regression Trees
    Week9:Supervised Learning Methods Classification & Regression Trees
    Week10:Supervised Learning Methods Logistic Regression
    Week11:Supervised Learning Methods Logistic Regression Artificial Neural Networks
    Week12:Supervised Learning Methods and Wrap Up Artificial Neural Networks Discriminant Analysis Conclusion

    BOOKS AND REFERENCES

    • Data Science and Big Data Analytics: Discovering, Analyzing, Visualizing and Presenting Data by EMC Education Services (2015)
    • Data Mining for Business Intelligence: Concepts,Techniques, and Applications in Microsoft Office Excel with XLMiner by Shmueli, G., Patel, N. R., & Bruce, P. C. (2010)

    INSTRUCTOR BIO

    Prof. Gaurav Dixit

    IIT Roorkee
    Dr. Gaurav Dixit is an Assistant Professor in the Department of Management Studies at the IndianInstitute of Technology Roorkee. He earned his doctoral degree from the Indian Institute ofManagement Indore and an engineering degree from Indian Institute of Technology (BHU) Varanasi.Previously, he worked in Hewlett-Packard (HP) as software engineer, and Sharda Group ofInstitutions as project manager on deputation.Gaurav’s research focuses on information technology (IT) strategy, electronic commerce, electronicwaste, data mining, and big data analytics and provides insights on business and social value of IT.His research has appeared in quality journals & conferences, including Resources, Conservation andRecycling, Journal of Global Information Technology Management, Sustainable Production andConsumption, Journal of Information Technology Management, DIGITS conference, India FinanceConference, Indian Academy of Management conference, and Academy of Management conference.

    COURSE CERTIFICATE

    • The course is free to enroll and learn from. But if you want a certificate, you have to register and write the proctored exam conducted by us in person at any of the designated exam centres.
    • The exam is optional for a fee of Rs 1000/- (Rupees one thousand only).
    • Date and Time of Exams: 26th April 2020, Morning session 9am to 12 noon; Afternoon Session 2pm to 5pm.
    • Registration url: Announcements will be made when the registration form is open for registrations.
    • The online registration form has to be filled and the certification exam fee needs to be paid. More details will be made available when the exam registration form is published. If there are any changes, it will be mentioned then.
    • Please check the form for more details on the cities where the exams will be held, the conditions you agree to when you fill the form etc.

    CRITERIA TO GET A CERTIFICATE:
    • Average assignment score = 25% of average of best 8 assignments out of the total 12 assignments given in the course. 
    • Exam score = 75% of the proctored certification exam score out of 100
    • Final score = Average assignment score + Exam score

    YOU WILL BE ELIGIBLE FOR A CERTIFICATE ONLY IF AVERAGE ASSIGNMENT SCORE >=10/25 AND EXAM SCORE >= 30/75. 
    • If one of the 2 criteria is not met, you will not get the certificate even if the Final score >= 40/100.
    • Certificate will have your name, photograph and the score in the final exam with the breakup.It will have the logos of NPTEL and IIT Roorkee. It will be e-verifiable at nptel.ac.in/noc.
    • Only the e-certificate will be made available. Hard copies will not be dispatched.

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