IIT Kanpur QIP Short Term Course (online) on Data Analytics

Feb. 20, 2021, 8:06 p.m., Posted by: TRISHA BISWAS

QIP Short Term Course (online) on data Analytics

Overview:

A short-term course will be held by IIT Kanpur on DATA ANALYTICS from 1-6th March 2021.Each session will be of average 75 mins.

Course Outline:

Introduction to Data Analytics	Data Understanding & Preprocessing	Review of Probability and Statistics	Standard Distributions
Classification and Forecasting	Decision Tree	Hypothesis testing	ANOVA
Neural Networks	Classifier Improvement & Evaluation Techniques	Linear Regression I	Linear Regression II
Customer Lifetime Value Prediction, Churn Prediction	Case Study Discussion	Building regression model using R and interpretation of the results	Heteroskedasticity / Multicollinearity / Model Fit
Clustering / Market Segmentation	k-Means algorithm, Hierarchical algorithm	Introduction to time-series data	Decomposition of time series data into trends, seasonality, cycles, random
Market Basket Analysis	Association Rule Mining	Moving averages and Exponential smoothing	AR / MA / ARIMA - using regression analysis for forecasting

Registration Procedure:

1. Faculty from AICTE Institutes coming under QIP program (maximum 30)	No Registration fees
2. Faculty from private/autonomous Institutions: Non IITK Faculty	Rs. 10,620/- (Including GST)
3. Student of IITK IITK Student	Rs. 5,000/- (No GST Required)
4. Student from other Educational Institutions: Non IITK Student	Rs. 5,900/- (Including GST)
5. Participant from Industry and R&D labs: Industry Participant	Rs. 14,160/- (Including GST)

Participants Category
Course Fees + 18% GST
IITK Students need to pay only course FEE

IITK Student (Rs. 5,000/-)
Non IITK Student (Rs. 5,900/-)
Non IITK Faculty (Rs. 10,620/-)
Industry Participant (Rs. 14,160/-)

Group booking for Industry Participants (≧ 10): Rs. 11,800/- per participant (including GST)