Introduction to Statistical Learning Techniques (2024)

Convener(s)

 
Name:  Dr. Soham Sarkar  Prof. Anil Kumar Ghosh
Mailing Address:  Indian Statistical Institute,
Delhi Centre, New Delhi-110016		  Indian Statistical Institute, Kolkata-700108
Email:  sohamsarkar1991 at gmail.com  anilkghosh at gmail.com

This workshop is an advanced training program for the young college/university teachers, post-doctoral and senior Ph.D. students under the National Centre for Mathematics, Mumbai. The goal is to train the participants on some of the advanced methods of statistical learning and data analysis techniques. While the theoretical aspects of these new methods will be discussed in detail, their implementations will also be demonstrated using statistical softwares like R or Python. This will help the participants to handle different complex datasets, and will provide a rigorous training on advanced statistical methods.

Dates: 

Monday, July 1, 2024 - 19:00 to Saturday, July 13, 2024 - 19:00

Venue: 

Venue Address: 

 

Indian Statistical Institute, 203 B.T Road, Kolkata-700108

 

 

 

 

Venue State: 

Venue City: 

PIN: 

700108

Syllabus: 

 

Speaker

Number of Lectures
(1.5 hour for each lecture)

Syllabus

Dr. Arindam Chatterjee (ArC)

Linear Regression

4 lectures (6 hours)

  • Linear regression

  • Penalization and variable selection

  • LASSO-I

  • LASSO-2

Dr. Anirvan Chakraborty (AnC)

Nonparametric Regression

4 lectures (6 hours)

  • Nonlinear regression

  • Nonparametric regression using kernels, local polynomials & splines

  • Wavelet methods

  • Regression Tree

 

Dr. Subhajit Dutta (SD)

Supervised Classification I

4 lectures (6 hours)

  • Introduction to machine learning: supervised, unsupervised and semi-supervised classification.

  • Parametric classifiers: LDA, QDA, Regularized discriminant analysis

  • Classifiers based on nonparametric density estimates, kernel discriminant analysis and k-nearest neighbours

  • Classification tree and Random Forest.

 

Dr. Soham Sarkar (SS)

Supervised Classification II

4 lectures (6 hours)

  • Kernel Methods

  • Support Vector Machines

  • Neural Networks-I

  • Neural Networks-II

 

Dr. Shyamal Krishna De (SKD)

Unsupervised

Classification

4 lectures (6 hours)

  • Principle Component Analysis (PCA) and kernel PCA

  • Cluster analysis: k-means clustering and hierarchical clustering,

  • Spectral clustering

  • Multidimensional Scaling and Self-Organizing Maps

 

Dr. Minerva Mukhopadhyay (MM)

Bayesian Methods in Machine Learning

4 lectures (6 hours)

  • Bayesian Variable Selection

  • Sliced Inverse Regression

  • Variable Selection in Classification

  • Bayesian Nonparametric Methods

 

 Speakers:

    1. Dr.  Anirvan Chakraborty, IISER, Kolkata (AnC)
    2. Dr.  Arindam Chatterjee, ISI, Delhi (ArC)
    3. Dr.  Minerva Mukhopadhyay, IIT, Kanpur (MM)
    4. Dr.  Shyamal Krishna De, ISI, Kolkata (SKD)
    5. Dr.  Subhajit Dutta, IIT, Kanpur (SD)
    6. Dr.  Soham Sarkar, ISI, Delhi (SS)
Tutors :      
    1. Dr. Buddhananda Banerjee, IIT, Kharagpur (BB)
    2. Mr. Bilol Banerjee, ISI, Kolkata (BLB)
    3. Dr. Debashis Chatterjee, Biswa Bharati University, Santiniketan (DC)
    4. Dr. Raju Maiti, ISI, Kolkata (RM)
    5. Mr. Sourav Chakrabarty, ISI, Kolkata (SC)
    6. Dr. Satyaki Majumder, IISER, Kolkata (SM)

 

 

Time Table: 

 

Date

Lecture 1

10:00-11:30

Tea

11:30-12:00

Lecture 2

12:00-1:30

Lunch

1:30-3:00

Tutorial 1

3:00-4:00

Tea

4:00-4:30

Tutorial 2

4:30-5:30

 

 

 

 

FIRST WEEK

 

 

 

 

 

 

01.07.24

Mon

Linear Regression

(ArC)

 

Penalization and Variable Selection

(ArC)

 

Linear Regression

(ArC, DC, BB)

 

Penalization and Variable Selection

(ArC, DC, BB)

02.07.24

Tuesday

LASSO I

(ArC)

 

LASSO II

(ArC)

 

LASSO

(ArC, DC, BB)

 

LASSO

(ArC, DC, BB)

03.07.24

Wednesday

Nonlinear Regression

(AnC)

 

Nonparametric

Regression

(AnC)

 

Nonlinear Regression

(AnC, SM, SC)

 

Nonparametric

Regression

(AnC, SM, SC)

04.07.24

Thursday

Wavelet Methods

(AnC)

 

Regression Tree

(AnC)

 

Wavelet Methods

(AnC, SM, SC)

 

Regression Tree

(AnC, SM, SC)

05.07.24

Friday

Introduction to

Machine Learning

(SD)

 

Parametric

Classifiers

(SD)

 

Introduction to

Machine Learning

(SD, RM, SM )

 

Parametric Classifiers

(SD, RM, SM)

06.07.24

Saturday

Classifiers based on nonparametric density estimates

(SD)

 

Classification tree

and

Random forest

(SD)

 

Classifiers based on nonparametric density estimates

(SD, RM, SM)

 

Classification tree

and

Random forest

(SD, RM, SM)

 

 

 

 

SECOND WEEK

 

 

 

 

 

 

08.07.24

Monday

Kernel Methods

(SS)

 

 

Support Vector Machines

(SS)

 

 

Kernel Methods

(SS, BLB, DC)

 

Support Vector Machines

(SS, BLB, DC)

09.07.24

Tuesday

Neural Networks I

(SS)

 

Neural Networks II

(SS)

 

Neural Networks I

(SS, BLB, DC)

 

Neural Networks II

(SS, BLB, DC)

10.07.24

Wednesday

Principal Component Analysis

(SKD)

 

Cluster

Analysis

 

(SKD)

 

Principal Component Analysis

(SKD, SC, BLB)

 

Cluster

Analysis

 

(SKD, SC, BLB)

11.07.24

Thursday

Spectral Clustering

 

(SKD)

 

Multidimensional Scaling and Self-organizing Maps (SKD)

 

Spectral Clustering

 

(SKD, SC, BLB)

 

Multidimensional Scaling and Self-organizing Maps (SKD, SC, BLB)

12.07.24

(Friday)

Bayesian Variable

Selection

(MM)

 

Sliced Inverse Regression

(MM)

 

Bayesian Variable

Selection

(MM, RM, BB)

 

Sliced Inverse Regression

(MM, RM, BB)

13.07.24

Saturday

Variable

Selection in Classification (MM)

 

Bayesian Nonparametric Methods

(MM)

 

Variable

Selection

in Classification

(MM, RM, BB)

 

Bayesian Nonparametric

Methods

(MM, RM, BB)

 

 

Selected Applicants: 

 

Sr.n SID Full Name Gender Affiliation Position In College/ University University/ Institute M.Sc./ M.A. Year Of Passing M.Sc./ M.A Ph.D. Degree Date
  Outstation participants      (with accommodation)
1 55156 Mr Ganesh Vishnu Avhad Male Indian Institute Of Technology Tirupati Research Scholar Savitribai Phule Pune University, Pune. 2018  
2 55165 Mr. Jaswinderpal Singh Male Indian Institute Of Technology, Ropar Phd Student Panjab University, Chandigarh 2023  
3 55417 Ms. Trisha Rani Female Iit Ropar Phd Panjab University 2023  
4 55494 Mr Avinash Kumar Male Banaras Hindu University Phd University Of Allahabad 2020  
5 55668 Ms. Shalini Kumari Female Banaras Hindu University Phd Student Banaras Hindu University 2019  
6 55687 Dr. Bharti Khanna Female Dav University Assistant Professor Dav College Jalandhar 2017 16/03/2024
7 55772 Ms. Anjali Gupta Female Dr. B.R. Ambedkar National Institute Of Technology Ph.D Banaras Hindu University 2020  
8 55774 Mr. Alok Kumar Male Dr. B. R. Ambedkar National Institute Of Technology Ph.D Banaras Hindu University 2020  
9 55830 Mr. Ankush Sharma Male Department Of Statistics, Banaras Hindu University Research Scholar Ch. Charan Singh University, Meerut 2018  
10 55865 Mr Shivshankar Chandrakant Nila Male Iit Tirupati Phd Swami Ramanand Teerth Marathwada University Nanded. 2018  
11 56184 Dr. Divya Kappara Female Indian Institute Of Technology Bombay Post Doctoral Associate University Of Hyderabad 2019 01/12/2023
12 56471 Dr Ashis Kumar Kumar Pati Male Centre For Data Science, Soa University Asst Prof Iiser Kolkata 2014 20/06/2022
13 56679 Mr. Bittu Karmakar Male Iit Guwahati Phd Iiest, Shibpur 2022  
14 56925 Prof. Ishapathik Das Male Indian Institute Of Technology Tirupati Associate Professor Indian Institute Of Technology Kharagpur 2008 14/03/2014
15 57018 Mr. Sachin Sachdeva Male University Of Hyderabad Phd Scholar Central University Of Rajasthan 2020  
16 57459 Dr. Prayas Sharma Male Department Of Statistics, Babasaheb Bhimrao Ambedkar University, Lucknow India Assistant Professor Department Of Statistics, Bhu 2011 29/06/2015
17 57473 Dr. Poonam Singh Female Banaras Hindu University Assistant Professor Banaras Hindu University 2015 03/04/2021
18 57600 Ms. Sarita Sarita Female Chandigarh University Assistant Professor Indian Institute Of Technology Delhi 2016 15/02/2024
19 57689 Mr. Vinit Singh Male University Of Delhi Phd Banaras Hindu University (M.Sc.) 2018  
20 57712 Ms. Vaishnavi Nampally Female Osmania University Phd Osmania University 2021  
21 57735 Dr. Tanmay Sahoo Male Indian Institute Of Technology Kanpur Post-Doctoral Fellow Midnapore College (Autonomous) 2016 20/11/2023
22 57769 Mr. Ashutosh Singh Male Indian Institute Of Technology Tirupati Phd Babasaheb Bhimrao Ambedkar University 2020  
23 57855 Dr. Rani Kumari Female Iit Roorkee Research Associate Indian Institute Of Technology Patna 2018 15/04/2024
24 57883 Ms. Annesha Deb Female Iit Kanpur Phd University Of Delhi 2022  
  Outstation Waiting      
1 55766 Ms Dipali Vasudev Mestry Female Institute Of Chemical Technology, Mumbai Phd Student Institute Of Chemical Technology, Mumbai 2019  
2 57479 Mr. Shrajal Bajpai Male Indian Institute Of Technology Bhilai Phd Jamia Millia Islamia 2020  
3 56926 Dr. Meraj Alam Male Mahindra University, Hyderabad Assistant Professor Iit Kharagpur 2014 23/02/2021
  Local Participants  (without accommodation)
1 55629 Mr. Sanchayan Bhowal Male Indian Statistical Institute Msc Student Indian Statistical Institute    
2 56116 Mr. Subha Halder Male Iit Kharagpur Phd Nit Rourkela 2022  
3 56917 Mr. Koushik Das Male Indian Institute Of Science Education And Research Thiruvananthapuram Ph.D. Indian Institute Of Engineering Science And Technology, Shibpur 2022  
4 57243 Mr Somnath Mondal Male Indian Institute Of Technology Bhilai Phd Visva-Bharati 2021  
5 57256 Mr. Arpan Sanyal Male Iit Guwahati Phd Indian Institute Of Technology Tirupati 2023  
6 57358 Mr Arif Ali Male Indian Institute Of Science Education And Research Thiruvananthapuram (Iiser Tvm) Msc Student Indian Institute Of Science Education And Research Thiruvananthapuram (Iiser Tvm)    
7 57537 Mr Bikram Mahapatra Male Indian Statisticial Institute Kolkata Associate Scientist-A Central University Of Rajasthan 2020  
8 57750 Mr. Arindam Panja Male India Institute Of Technology Postdoctoral Fellow Presidency University 2016 05/10/2023
9 57818 Ms Anwesha De Female Adamas University Adjunct Faculty Visva Bharati University 2023  
10 57826 Dr. Kushal Banik Chowdhury Male Indian Statistical Institute Asst. Professor M.Sc. 2007 08/10/2015
11 57833 Ms. Anindita Kanjilal Female Indian Institute Of Science Education And Research (Iiser) Msc Student Iiser-Thiruvananthapuram    
12 57834 Mr. Snehashis De Male Indian Statistical Institute Msc Student Indian Statistical Institute 2024  
13 57837 Ms. Srijani Das Female Indian Statistical Institute Msc Student      
14 57841 Ms. Adrija Bhar Female Indian Statistical Institute Mstat Student Indian Statistical Institute    
15 57892 Mr. Md Rahil Miraj Male Indian Statistical Institute, Bangalore Centre M.Math Student Indian Statistical Institute, Bangalore    
16 57898 Mr. Arghya Pratihar Male Indian Statistical Institute, Kolkata Phd Student In Computer Science Ramakrishna Mission Vivekanada Educational And Research Institute, Belur Math, Kolkata, India 2020  
17 57902 Mr. Md Karimulla Haque Male Indian Institute Of Technology Madras Msc Student Indian Institute Of Technology Madras Appeared  
18 57912 Ms. Aindrila Rakshit Female Tifr Mumbai Integrated Phd (Research Scholar) Tifr Mumbai    
19 57945 Mr Uttaran Chatterjee Male Indian Statistical Institute, Kolkata Mstat Student Indian Statistical Institute, Kolkata 2024  
20 57953 Mr Samya Praharaj Male Indian Statistical Institute Kolkata Student Indian Statistical Institute Appeared  
  Local Waiting      
1 57713 Dr. Sumanta Pasari Male Birla Institute Of Technology And Science Pilani Associate Professor Iit Kanpur 2007 11/02/2015
2 57812 Dr Arindam Kundu Male Adamas University Asst. Professor Banaras Hindu University 2008 29/05/2017

 

 

 

How to Reach: 

TBA

School Short Name: 

islt

Last Date Application: 

Monday, August 15, 2022

School Type: 

NCMW

Separate faculty form: 

0