QIP Short Term Course (online) on Data Analytics
1-6 March 2021
Course Outline
Course Outline
| Day/Date | Forenoon | Afternoon | ||
|---|---|---|---|---|
| 09:30 AM to 11:00 AM | 11:30 AM to 01:00 PM | 02:30 PM to 04:00 PM | 04:30 PM to 06:00 PM | |
|
Day 1 (01 March) |
Introduction to Data Analytics | Data Understanding & Preprocessing | Review of Probability and Statistics | Standard Distributions |
|
Day 2 (02 March) |
Classification and Forecasting | Decision Tree | Hypothesis testing | ANOVA |
|
Day 3 (03 March) |
Neural Networks | Classifier Improvement & Evaluation Techniques | Linear Regression I | Linear Regression II |
|
Day 4 (04 March) |
Customer Lifetime Value Prediction, Churn Prediction | Case Study Discussion | Building regression model using R and interpretation of the results | Heteroskedasticity / Multicollinearity / Model Fit |
|
Day 5 (05 March) |
Clustering / Market Segmentation | k-Means algorithm, Hierarchical algorithm | Introduction to time-series data | Decomposition of time series data into trends, seasonality, cycles, random |
|
Day 6 (06 March) |
Market Basket Analysis | Association Rule Mining | Moving averages and Exponential smoothing | AR / MA / ARIMA - using regression analysis for forecasting |
Each session will be of average 75 mins. Total Contact Hours: 30+
Speakers
Speakers
Dr. Faiz Hamid
Department of Industrial and Management Engineering,
IIT Kanpur
Email: fhamid@iitk.ac.in
IIT Kanpur
Email: fhamid@iitk.ac.in
Dr. Devlina Chatterjee
Department of Industrial and Management Engineering,
IIT Kanpur
Email: devlina@iitk.ac.in
IIT Kanpur
Email: devlina@iitk.ac.in
Registration Procedure
Registration Procedure
Attendance(min 75%) is mandatory to receive Course Certificate.
| 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) |
Group booking for Industry Participants (≧ 10): Rs. 11,800/- per participant (including GST)
Only faculties from AICTE approved institues will be allowed
Only 30 faculy members are allowed under QIP category
No Registration fee is required
Only 30 faculy members are allowed under QIP category
No Registration fee is required
Seats are full under this category, you can apply under self sponsored category
Step 1: Make Payment according to your category
How to Pay? Click Here
Online Payment Link: Click Here
Details to be filled during payment:
| Course Code | 20-21/20 |
| Course Title | Data Analytics |
| Course Duration | 01/03/2021 to 06/03/3021 |
| 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) |
Step 2: Fill out the registration form: Click here to Register
In case of any query contact QIP Office at 0512-679-7795
Contact Person
Contact Person
Contact to following person in case of any query related to registration...
