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- Post Graduate Program in Business Analytics and Intelligence
Post Graduate Program in Business Analytics and Intelligence (PGP-BA&I)
Online
12 Months
₹ 170,000
Inclusive of GST
Quick facts
particular | details | |||
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Collaborators
HBS Boston
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Medium of instructions
English
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Mode of learning
Self study, Virtual Classroom
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Mode of Delivery
Video and Text Based
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Learning efforts
8-10 Hours Per Week
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Course and certificate fees
Fees information
certificate availability
certificate providing authority
The syllabus
Module 1 – The Science of Data Driven Decision Making
Module 2 – Fundamental Data Analysis to Real Business Problems
- Describing and Summarizing Data
- Sampling and Estimation
- Hypothesis Testing
- Single Variable Linear Regression
- Multiple Regression
Module 3 – Inferential Statistics
- Measuring & Modelling uncertainty
- Bayes Theorem
- Probability and Inferential Statistics - I
- Probability and Inferential Statistics - II
- Discrete Random Variables vs Probability Distributions
- Sampling and Estimation
- Inferential Statistics & Examples of Hypothesis Testing
- Analysis of Variance - ANOVA
Module 4 – Supervised Learning Algorithms
- Linear Regression
- Logistic Regression
- K-nearest Neighbor
- Decision Tree
- Random Forrest
Module 5 – Forecasting Techniques
- Linear optimization
- Optimal solution using Excel solver
- Sensitivity Analysis
- Time series analysis
- Exponential smoothing
- ARIMA modelling
Module 6 – Optimization Analytics Techniques
- Clustering
- Prescriptive Analytics
- Association Rule
- Variables
- Constraints
- Objective function
Module 7 – Dimension Reduction Techniques
- Model Diagnosis
- Outlier Analysis
- Principal Component Analysis
- Factor Analysis
Module 8 – Ensemble Learning Techniques
- Resampling method
- K-fold cross validation method
- Bagging and boosting
- Gradient boosting
- Bootstrapping
Module 9 – Primer on Big Data and Artificial Intelligence
- Data Mining
- Data Mining with traditional tools and technologies
- Data mining with Big Data and Advanced Techniques
Instructors
Mr Tushar Kakkaiya
Instructor
Freelancer
Dr Suresh Varadarajan
Instructor
Freelancer
Ph.D
Dr Karthic Narayanan
Instructor
Freelancer
Ph.D
Mr Pranav Shastri
Program Director
Freelancer
Ph.D