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Data Mining

By Prof. Pabitra Mitra   |   IIT Kharagpur
Learners enrolled: 978
Data mining is study of algorithms for finding patterns in large data sets. It is an integral part of modern industry, where data from its operations and customers are mined for gaining business insight. It is also important in modern scientific endeavors. Data mining is an interdisciplinary topic involving, databases, machine learning and algorithms. The course will cover the fundamentals of data mining. It will explain the basic algorithms like data preprocessing, association rules, classification, clustering, sequence mining and visualization. It will also explain implementations in open source software. Finally, case studies on industrial problems will be demonstrated.

INTENDED AUDIENCE  : Any engineering discipline and mathematics,Physics.
PREREQUISITES  : Nil
INDUSTRY SUPPORT : TCS,Infosys,CTS,Accenture
Summary
Course Status : Upcoming
Course Type : Elective
Duration : 8 weeks
Start Date : 21 Feb 2022
End Date : 15 Apr 2022
Exam Date : 23 Apr 2022 IST
Category :
  • Computer Science and Engineering
Credit Points : 2
Level : Undergraduate



Course layout

Week 1: Introduction, Data Preprocessing 
Week 2: Association Rule Mining, Classification Basics
Week 3: Decision Tree, Bayes Classifier, K nearest neighbor 
Week 4:Support Vector Machine, Kernel Machine 
Week 5: Clustering, Outlier detection 
Week 6: Sequence mining 
Week 7: Evaluation, Visualization. 
Week 8: Case studies 

Books and references

1. Introduction to Data Mining, Tan, Steinbach and Vipin Kumar, Pearson Education, 2016 
2. Data Mining: Concepts and Techniques, Pei, Han and Kamber, Elsevier, 2011 

Instructor bio

Prof. Pabitra Mitra

IIT Kharagpur
Pabitra Mitra is an Associate Professor of Computer Science and Engineering at Indian Institute of Technology Kharagpur. He did his BTech in Electrical Engineering from IIT Kharagpur and PhD from ISI Calcutta. He was a Scientist at Centre for Artificial Intelligence and Robotics, Bangalore and an Assistant Professor at IIT Kanpur. He received the INAE Young engineer Award, IBM Faculty Award and Yahoo Faculty Award. He has authored a book on Data mining and about 50 papers in international journals.

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: 23 April 2022 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 6 assignments out of the total 8 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 Kharagpur .It will be e-verifiable at nptel.ac.in/noc.

Only the e-certificate will be made available. Hard copies will not be dispatched.

Once again, thanks for your interest in our online courses and certification. Happy learning.

- NPTEL team


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