Course Name: Introduction to Machine Learning

Course abstract

This course provides a concise introduction to the fundamental concepts in machine learning and popular machine learning algorithms. We will cover the standard and most popular supervised learning algorithms including linear regression, logistic regression, decision trees, k-nearest neighbour, an introduction to Bayesian learning and the naïve Bayes algorithm, support vector machines and kernels and neural networks with an introduction to Deep Learning. We will also cover the basic clustering algorithms. Feature reduction methods will also be discussed. We will introduce the basics of computational learning theory. In the course we will discuss various issues related to the application of machine learning algorithms. We will discuss hypothesis space, overfitting, bias and variance, tradeoffs between representational power and learnability, evaluation strategies and cross-validation. The course will be accompanied by hands-on problem solving with programming in Python and some tutorial sessions.


Course Instructor

Media Object

Prof. Sudeshna Sarkar

Sudeshna Sarkar is a Professor and currently the Head in the Department of Computer Science and Engineering at IIT Kharagpur. She completed her B.Tech. in 1989 from IIT Kharagpur, MS from University of California, Berkeley, and PhD from IIT Kharagpur in 1995. She served briefly in the faculty of IIT Guwahati and at IIT Kanpur before joining IIT Kharagpur in 1998. Her research interests are in Machine Learning, Natural Language Processing, Data and Text Mining.


More info

Teaching Assistant(s)

Alapan kuila

ME in Computer Science and Engineering

IITKGP

Madiraju Srilakshmi

M.Tech

IITKGP

 Course Duration : Aug-Oct 2018
  View Course
 Enrollment : 18-Apr-2018 to 27-Aug-2018
 Exam registration : 25-Jun-2018 to 28-Aug-2018
 Exam Date : 28-Oct-2018

Enrolled

40540

Registered

4182

Certificate Eligible

3147

Certified Category Count

Gold

7

Silver

0

Elite

1437

Successfully completed

1703

Participation

204

Success

Elite

Gold




Legend

>=90 - Elite + Gold
60-89 - Elite
40-59 - Successfully Completed
<40 - No Certificate

Final Score Calculation Logic

  • Assignment Score = Average of best 6 out of 8 assignments.
  • Final Score(Score on Certificate)= 75% of Exam Score + 25% of Assignment Score.
Introduction to Machine Learning - Toppers list
Top 1 % of Certified Candidates

R AHILA PRIYADHARSHINI 92%

MEPCO SCHLENK ENGINEERING COLLEGE

ROHAN YOGESH KAULGEKAR 91%

INDIAN INSTITUTE OF TECHNOLOGY,MADRAS

SHRUTI KUMARI 91%

UNIVERSITY INSTITUTE OF TECHNOLOGY,BURDWAN

M ARUN 91%

MEPCO SCHLENK ENGINEERING COLLEGE

AKHILESH KUMAR SHARMA 91%

VODAFONE

ANIKET 90%

M.M. ENGINEERING COLLEGE

SIDDHESH DESHPANDE 90%

FR.C.RODRIGUES INSTITUTE OF TECHNOLOGY

NAVNEET SINGH 88%

M.M. ENGINEERING COLLEGE

KAUSTAV CHANDA 88%

HERITAGE INSTITUTE OF TECHNOLOGY

ABHISHEK PANDIT 88%

TECHNO INDIA COLLEGE OF TECHNOLOGY

KAUSHIK SRIDHAR 88%

UNIVERSITY COLLEGE OF ENGINEERING, OSMANIA UNIVERSITY

UMESH SHARMA 87%

M.M. ENGINEERING COLLEGE

CHANDANA REDDY 87%

INSTITUTE OF SCIENCE AND TECHNOLOGY JAWAHARLAL NEHRU TECHNOLOGICAL UNIVERSITY HYDERABAD

SIDDHARTH SINGHAL 87%

DELHI TECHNOLOGICAL UNIVERSITY

ANIRUDH VAJJALA 87%

UNIVERSITY COLLEGE OF ENGINEERING, OSMANIA UNIVERSITY

KIRAN KAMLESH ISRANI 86%

ST.FRANCIS INSTITUTE OF TECHNOLGY

HARSHAL RAJENDRA KOTHAWADE 86%

NONE

KAUSHALESH SHUKLA 86%

MADAN MOHAN MALAVIYA UNIVERSITY OF TECHNOLOGY

SIDHANT KUMAR 86%

M.M. ENGINEERING COLLEGE

SOURAV 86%

M.M. ENGINEERING COLLEGE

MEET SAGAR 86%

INDIAN INSTITUTE OF TECHNOLOGY MADRAS

NARALA SUDHAKAR REDDY 86%

S.R.K.INSTITUTE OF TEHNOLOGY

ANKUR SHRIVASTAVA 86%

IIIT, BANGALORE

SATHAWARA DHAVALKUMAR RAJESHBHAI 85%

GANAPAT UNIVERSITY INSTITUTE OF COMPUTER TECHNOLOGY

SUYASH SATISH PASARI 85%

VIT UNIVERSITY-VELLORE

SHASHANKH S 85%

AMRITA VISHWA VIDYAPEETHAM UNIVERSITY

SHYAMALA 85%

PSG COLLEGE OF TECHNOLOGY

ABHISHEK SHARMA 84%

BESANT TECHNOLOGIES

AMAN ARYAN 84%

HERITAGE INSTITUTE OF TECHNOLOGY

SWETA VINODKUMAR JAIN 84%

SHRI RAMDEOBABA COLLEGE OF ENGINEERING AND MANAGEMENT

K PAWAN PRASAD 84%

IIT MADRAS

MANISHA BAPAT 84%

OTHER

RADHIKA VIKAS KULKARNI 84%

PUNE INSTITUTE OF COMPUTER TECHNOLOGY

KALAIVANI K S 84%

KONGU ENGINEERING COLLEGE


Top 2 % of Certified Candidates

RISHU GUPTA 83%

FEROZE GANDHI INSTITUTE OF ENGINEERING AND TECHNOLOGY

TRIVEDI DHAVAL JATIN 83%

INDIAN INSTITUTE OF TECHNOLOGY,MADRAS

LAKSHMI NANDAKUMAR 83%

FEDERAL INSTITUTE OF SCIENCE AND TECHNOLOGY (FISAT)

HIRAV SHAH 83%

GANAPAT UNIVERSITY INSTITUTE OF COMPUTER TECHNOLOGY

M. IMTIAZ UR RAHAMAN 83%

G PULLA REDDY ENGINEERING COLLEGE AUTONOMOUS

ARUNAVA DEB 83%

IBM INDIA PVT LTD

RANEET DEBNATH 83%

TECHNO INDIA COLLEGE OF TECHNOLOGY

KEERTHANA N KUTTY 83%

GOVERNMENT ENGINEERING COLLEGE, THRISSUR

VIVEK KULKARNI 83%

DETECT TECHNOLOGIES

DHARMA REDDY R 83%

VASAVI COLLEGE OF ENGINEERING

VIJESH MOHAN 83%

AKAMAI TECHNOLOGIES INDIA PVT. LTD.

ANURADHA GOYAL 83%

GENPACT

AKASH P RAJAN 82%

AMRITA SCHOOL OF ENGINEERING

K A SAI KARTHIK 82%

NATIONAL INSTITUTE OF TECHNOLOGY TIRUCHIRAPPALLI

SARADIA SAMANTA 82%

TECHNO INDIA COLLEGE OF TECHNOLOGY

SURAJ RAY 82%

INSTITUTE OF ENGINEERING & MANAGEMENT

M B ASHISH 82%

CMR INSTITUTE OF TECHNOLOGY

ANMOL S ZANWAR 82%

IIT MADRAS

R.SRIHARISH 82%

AMRITA VISHWA VIDYAPEETHAM UNIVERSITY

SRIPADA VENKATA SAI NAVEEN 82%

INDIAN INSTITUTE OF TECHNOLOGY MADRAS

AYUSH BUDAKOTI 82%

DIT UNIVERSITY

ATULYA KUMAR 82%

DWARKADAS J.SANGHVI COLLEGE OF ENGINEERING

ADITYA GUPTA 82%

INDIAN INSTITUTE OF TECHNOLOGY,ROORKEE

RAKESH RANJAN 82%

UNIVERSITY INSTITUTE OF TECHNOLOGY

RAGHAVENDRA DESAI 81%

INTEL

ATTRI GHOSAL 81%

INSTITUTE OF ENGINEERING & MANAGEMENT

ALEKHYA BHATRAJU 81%

INDIAN INSTITUTE OF TECHNOLOGY,MADRAS

MOHINI PRASAD MISHRA 81%

GANDHI ENGINEERING COLLEGE

AKSHAY APTE 81%

GOVT.COLLEGE OF ENGINEERING

NAMAN SHARMA 81%

NORTHERN INDIA ENGINEERING COLLEGE

ADITYA K 81%

VIT UNIVERSITY-VELLORE

MAYUR 81%

KESHAV MEMORIAL INSTITUTE OF TECHNOLOGY

KESHAV 81%

AMRITA VISHWA VIDYAPEETHAM

TANYA SIKARWAR 81%

CUMMINS COLLEGE OF ENGINEERING FOR WOMEN

PUNIT MUKESH AHUJA 81%

BHARATIYA VIDYA BHAVANS SARDAR PATEL INSTITUTE OF TECHNOLOGY

KRUTI UMESH PANDYA 81%

DATTA MEGHE COLLEGE OF ENGINEERING


Top 5 % of Certified Candidates

DABBIRU HARIN SANTOSH 80%

NATIONAL INSTITUTE OF TECHNOLOGY

ANAND DEEP PRASAD 80%

MAHARISHI MARKANDESHWAR UNIVERSITY

MAYANK MANGLA 80%

M.M. ENGINEERING COLLEGE

H.MUTHU MARIAPPAN 80%

NATIONAL ENGINEERING COLLEGE

KINGSHUK PAL 80%

HOOGHLY ENGINEERING & TECHNOLOGY COLLEGE

SWARNAVA CHOWDHURY 80%

INSTITUTE OF ENGINEERING & MANAGEMENT

MOUMITA BASU 80%

UNIVERSITY OF ENGINEERING & MANAGEMENT (UEM)

PRATAP CHANDRA SEN 80%

INSTITUTE OF ENGINEERING & MANAGEMENT

SANDEEP KUMAR 80%

BA CONTIUUM PVT LTD

AAKRITI NAUTIYAL 80%

NORTHERN INDIA ENGINEERING COLLEGE

MEENAKSHI V. 80%

LADY DOAK COLLEGE

MUTYALA SAI SANDEEP 80%

KESHAV MEMORIAL INSTITUTE OF TECHNOLOGY

AMAR KUMAR MISHRA 80%

ACCENTURE INDIA

ROHITH SUDHEER 80%

INDIAN INSTITUTE OF TECHNOLOGY,TIRUPATI

K SRUJANA REDDY 80%

UNIVERSITY COLLEGE OF ENGINEERING, OSMANIA UNIVERSITY

YASHER MAHMOOD 80%

CAMBRIDGE INSTITUTE OF TECHNOLOGY

SANJEET KRISHNA 80%

DWARKADAS J.SANGHVI COLLEGE OF ENGINEERING

PRANAY SUMAN 79%

RCC INSTITUTE OF INFORMATION TECHNOLOGY

SOHAM MANDAL 79%

RCC INSTITUTE OF INFORMATION TECHNOLOGY

HARSHIT SHARMA 79%

M.M. ENGINEERING COLLEGE

SAYAK CHAKRABORTY 79%

INSTITUTE OF ENGINEERING & MANAGEMENT

HEMANT KUMAR 79%

HALDIA INSTITUTE OF TECHNOLOGY

CHANDER SHEKHAR 79%

NATIONAL INSTITUTE OF TECHNOLOGY TIRUCHIRAPPALLI

MOHANTH MANE 79%

VNR VIGNANA JYOTHI INSTITUTE OF ENGINEERING &TECHNOLOGY

VRUNDA MUKUND BALGI 79%

GOGTE INSTITUTE OF TECHNOLOGY

SHREYAS GONJARI 79%

VIT UNIVERSITY-VELLORE

PARTH PATWA 79%

INDIAN INSTITUTE OF INFORMATION TECHNOLOGY, SRI CITY

VINEETA 79%

AMC ENGINEERING COLLEGE

RAVI DOMALA 79%

GOVERNMENT OF INDIA, MINISTRY OF DEFENCE, R & D ORGANISATION

PEESHWA SRI DIVYA 79%

UNIVERSITY COLLEGE OF ENGINEERING, OSMANIA UNIVERSITY

SUGUNA T 79%

GOVERNMENT COLLEGE OF TECHNOLOGY

MADHURIMA BISWAS 79%

UNIVERSITY OF DELHI

VARSHA SANTOSH PATIL 79%

SIES GRADUATE SCHOOL OF TECHNOLOGY

NIKITA SINGHAL 79%

ARMY INSTITUTE OF TECHNOLOGY

MADHAV BARTHWAL 79%

DIT UNIVERSITY

RUPESH RAMAKANT THAKUR 79%

RJIL

KUMAR SAURAV 79%

UNIVERSITY INSTITUTE OF TECHNOLOGY, BURDWAN UNIVERSITY

SHUBHAM RAO 78%

NATIONAL INSTITUTE OF TECHNOLOGY, RAIPUR

AMAN GARG 78%

GURUKULA KANGRI VISHWAVIDYALAYA,HARIDWAR

MOHD SALMAN 78%

MADAN MOHAN MALAVIYA UNIVERSITY OF TECHNOLOGY

AGNI RAJ BAIKANI 78%

INDIAN INSTITUTE OF TECHNOLOGY MADRAS

PHARANDE ADITYA RAJENDRA 78%

INDIAN INSTITUTE OF INFORMATION TECHNOLOGY, DESIGN AND MANUFACTURING, KANCHEEPURAM

ABHISHEK GAGNEJA 78%

BHARATI VIDYAPEETHS COLLEGE OF ENGINEERING, NEW DELHI

DIVYE BHUTANI 78%

DELHI TECHNOLOGICAL UNIVERSITY

MAMILLAPALLI ESHWAR SAI RAM 78%

VNR VIGNANA JYOTHI INSTITUTE OF ENGINEERING &TECHNOLOGY

KUNDAN KUMAR 78%

UNIVERSITY OF PETROLEUM AND ENERGY STUDIES

HARIHARAN RAMAMOORTHY 78%

VISUAL IQ A NIELSEN COMPANY

BHAVITHA VIJAYAN 78%

COLLEGE OF ENGINEERING & MANAGEMENT PUNNAPRA

ANNAVAZULA MRINALINI 78%

ANNAMACHARYA INSTITUTE OF TECHNOLOGY AND SCIENCES,TIRUPATI

GAURAV ARORA 78%

ATMA RAM SANTAN DHARMA COLLEGE

BIJOYETA ROY 78%

SIKKIM MANIPAL INSTITUTE OF TECHNOLOGY

SINI SIMON M 78%

VIMAL JYOTHI ENGINEERING COLLEGE

HARSHIT CHOUBEY 78%

VIT UNIVERSITY-VELLORE

SWAPNIL RAJ 78%

INSTITUTE OF ENGINEERING & MANAGEMENT

AYUSH GARG 78%

INDIAN INSTITUTE OF TECHNOLOGY,TIRUPATI

MEGHMAI PINNINTI 78%

OSMANIA UNIVERSITY

AMIT KUMAR MAURYA 78%

NATIONAL INSTITUTE OF TECHNOLOGY MANIPUR

SARATHIKANNAN R S 78%

ROBERT BOSCH ENGINEERING & BUSINESS SOLUTION PVT LTD

PRASHANT SINGH NEGI 78%

ARMY INSTITUTE OF TECHNOLOGY

SURAJ MALGUDI 78%

DIT UNIVERSITY

DR. SUNITA DHAVALE 78%

GOVERNMENT OF INDIA, MINISTRY OF DEFENCE, R & D ORGANISATION

ROHIT KUMAR DOKANIA 78%

TCS

NIKHIL DINESH SHETTY 78%

SHAH & ANCHOR KUTCHHI ENGINEERING COLLEGE

CHILUKA NIKHILA NAGA JYOTHI 78%

JAWAHARLAL NEHRU TECHNOLOGICAL UNIVERSITY ANANTAPUR COLLEGE OF ENGINEERING

S RAO CHINTALAPUDI 77%

PRAGATI ENGINEERING COLLEGE

KESHAV BHARDWAJ 77%

HPE

AJAY KUMAR 77%

AJAY KUMAR GARG ENGINEERING COLLEGE

MOHAMMMAD AMIR 77%

AJAY KUMAR GARG ENGINEERING COLLEGE

PDSS LAKSHMI KUMARI 77%

SAGI RAMAKRISHNAM RAJU ENGINEERING COLLEGE

ADARSH NAIR 77%

RAMRAO ADIK INSTITUTE OF TECHNOLOGY

DIVYANSHA 77%

SAHADEV BERA 77%

ACADEMY OF TECHNOLOGY

DEEPANJAN MAITI 77%

IBM INDIA PRIVATE LIMITED

VRUSHALI BONGIRWAR 77%

SHRI RAMDEOBABA COLLEGE OF ENGINEERING AND MANAGEMENT

ANAND MATHEW M S 77%

GOVERNMENT ENGINEERING COLLEGE, THRISSUR

NAGAHARIBABU KV 77%

BHARAT INSTITUTE OF ENGINEERING AND TECHNOLOGY

VIKAS KUMAR SINGH 77%

IBM

AKSHAY KWATRA 77%

NIT KURUKSHETRA

SOUMYANEEL BANIK 77%

TECHNO INDIA, SALT LAKE, WEST BENGAL

SUDIPTA HALDER 77%

INSTITUTE OF ENGINEERING & MANAGEMENT

TUSHAR JAJODIA 77%

MAHARAJA AGRASEN INSTITUTE OF TECHNOLOGY

DIVIJ HANDA 77%

UNIVERSITY SCHOOL OF INFORMATION, COMMUNICATION AND TECHNOLOGY

REGOTI GANESH 77%

UNIVERSITY COLLEGE OF ENGINEERING, OSMANIA UNIVERSITY

PRATYUSH GARG 77%

MEERUT INSTITUTE OF ENGINEERING & TECHNOLOGY

RAMESH P N 77%

KARPAGAM INSTITUTE OF TECHNOLOGY

AKSHAY KRISHNA 77%

RNS INSTITUTE OF TECHNOLOGY

RABI DEVADOSS P 77%

GOVERNMENT COLLEGE OF TECHNOLOGY

SHEFALI AGRAWAL 77%

ACROPOLIS INSTITUTE OF TECHNOLOGY & RESEARCH

ARGHYADIP MANNA 77%

HERITAGE INSTITUTE OF TECHNOLOGY

PRATYUSH RATH 77%

ARMY INSTITUTE OF TECHNOLOGY

NIKHIL SHARMA 77%

CENTRAL UNIVERSITY OF RAJASTHAN

DR. S. UDHAYA KUMAR 77%

SONA COLLEGE OF TECHNOLOGY

MALLEBOINA KRANTHI KUMAR 77%

KESHAV MEMORIAL INSTITUTE OF TECHNOLOGY

RADHIKA CHAPANERI 77%

MUKESH PATEL SCHOOL OF TECHNOLOGY MANAGEMENT AND ENGINEERING

POLIREDDY BHARATHI 77%

JAWAHARLAL NEHRU TECHNOLOGICAL UNIVERSITY ANANTAPUR COLLEGE OF ENGINEERING

Enrollment Statistics

Total Enrollment: 40540

Data Not Found..!
Data Not Found..!

Assignment Statistics



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Score Distribution Graph - Legend

Assignment Score: Distribution of average scores garnered by students per assignment.
Exam Score : Distribution of the final exam score of students.
Final Score : Distribution of the combined score of assignments and final exam, based on the score logic.