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Business Analytics Courses Online / Distance – Certificate Programme

Business Analytics Courses Online / Distance – Certificate Programme

About Course

Certificate Programme in Business Analytics Courses Online Offered by Great Lakes

PERSONALIZED LEARNING
You learn from industry experts not only through content but also through mentor-driven personalized learning sessions. Each module has recorded content that is followed by a session with an industry mentor who helps students master Business Analytics tools and techniques and clears any doubts in a small group of 5 participants.

EXPERIENTIAL LEARNING PROJECTS
An experiential learning project at the end of every module helps candidates internalize their understanding of the content consumed. Our coursework and practical assignments are designed to enable candidates to apply what they have learned during self-study and industry sessions.

INDUSTRY EXPOSURE
Each week, participants get access to industry videos and webinars other than personalized learning sessions. Conducted by industry experts, these resources are business-relevant, provide insights on current industry knowledge and solving real-life business problems.

GREAT LAKES ADVANTAGE
Great Lakes Analytics programs are ranked as the top Business Analytics Programs in the country by Analytics India magazine and Analytics Vidhya. World-class award-winning faculty from Great Lakes ensures that the candidates learn through an exhaustive curriculum with hands-on experience. All participants will be certificate by Great Lakes.

DISTINGUISHED MENTORS
Candidates learn from 100+ distinguished industry experts who mentor them throughout the course of the program. These industry experts are thought leaders in different domains with several years of industry experience that enables them to impart practical knowledge and industry insights in learning sessions.

CAREER ENHANCEMENT SESSIONS
The Program includes career development sessions which help you identify your strengths, a career path that suits you, and empower you to clear analytics interviews. Interacting with industry practitioners also helps gain exposure and experience in transitioning your careers to business analytics.

Curriculum

WEEKEND INSTRUCTOR LED CLASSES
48 hours of Personalised Mentorship from analytics professionals working in leading companies

ONLINE CONTENT
Best-in-class recorded content from Expert Faculty and Industry Mentors

HANDS-ON PROJECTS
Practical assignments, case studies, and instructor-led practice sessions on data sets.

INTRODUCTION TO ANALYTICS
WELCOME AND ORIENTATION
Welcome to the Program Orientation ( Structure of the program)Analytics LandscapeIndustry SessionAssessment 1

LINEAR PROGRAMMING WITH EXCEL
Introduction to Linear Programming
Sensitivity AnalysisMentoring Session -1Assessment 2
DATA SCIENTIST TOOLBOX - R
Introduction to RGetting and Cleaning Data using R
Mentoring Session -2Self Study

PLAYING WITH DATA
Project Brief (Twitter Data)
Project Submission
Project Debrief
Mentoring Session -3

FUNDAMENTALS OF BUSINESS STATISTICS
DESCRIPTIVE STATISTICS
Overview of the course and Problem 2 - Brief (Continue with Twitter Data)
Presentation of DataMeasures of Central Tendency and VariationCorrelationIndustry Session
Self Study

INFERENTIAL STATISTICS
Basic Probability Concepts
Probability Distribution
Mentoring Session -1Self Study

ESTIMATION AND HYPOTHESIS TESTING
Estimation
Hypothesis Testing
Mentoring Session -2
Self Study

PLAYING WITH DATA
Project Brief - Healthcare Problem
Project Submission
Project Debrief
Mentoring Session -3

ADVANCED STATISTICS
REGRESSION
Over view of the Course and Problem 3 - Brief (Continue Healthcare Data)
Introduction to Regression
Simple Linear Regression
Multiple Linear Regression
Industry SessionSelf Study

ANOVA
Purpose of ANOVA
Assumptions of ANOVA
One way ANOVA
Two way ANOVA
Mentoring Session -1Self Study

FACTOR ANALYSIS AND PRINCIPAL COMPONENT ANALYSIS
Factor Analysis
Principal Component Method
Dimension Reduction Problems
Which to use when
Mentoring Session -2Self Study

PLAYING WITH DATA
Project Brief - Marketing Problem
Project Submission
Project Debrief
Mentoring Session -3

DATA MINING
DATA MINING USING DECISION TREES
Overview of the course and Problem 4 - Brief (Continue with Marketing Problem )
Unsupervised Learning: Clustering
Unsupervised Association Rules
Industry SessionSelf Study

CLASSIFICATION ALGORITHM - DECISION TREES
Decision Tree
CARTCHAID
Random Forest
Mentoring Session - 1
Self Study

CLASSIFICATION ALGORITHM - DISCRIMINANT ANALYSIS
Linear Discriminant Analysis
Quadratic Discriminant Analysis
SVMK nodes Classification
Mentoring Session - 2
Self Study

PLAYING WITH DATA
Project Brief - Finance Problem
Project Submission
Project Debrief
Mentoring Session -3

PREDICTIVE MODELLING
NEURAL NETWORKS
Overview of the course and problem brief 5 (Finance problem)Introduction to NN
Basic Structure
Application of NN
Industry Session
Self Study

LINEAR AND NON-LINEAR REGRESSION
Predictive Continuous Response
Non-Linear Regression 1
Non-Linear Regression 2
Non-Linear Regression 3
Mentoring Session -1
Self Study

MODEL COMPARISON AND FURTHER IMPROVEMENT
Machine Learning Techniques
GBMModel Validation
Model comparison and further improvement
Mentoring Session -2
Self Study

PLAYING WITH DATA
Project Brief: Supply Chain Problem
Project Submission
Project Debrief
Mentoring Session -3

FORECASTING TECHNIQUES
TIME SERIES ANALYSIS
Overview of the course and problem brief 6 (Continue Supply chain)
Time Series Analysis
Components of Time Series
Winter Holt Model
Industry SessionSelf Study

ETS MODELS
Exponential Smoothing Techniques
Exponential Moving Average
Forecasting
Constructing an ETS Model
Mentoring Session -1
Self Study

ADVANCED TECHNIQUES
StationarityEstimating AIRMA
Cointegration
Structured Break Collinearity
Mentoring Session -2
Self Study

PLAYING WITH DATA
Project Brief - Macro Problem
Project Submission
Project Debrief
Mentoring Session -3

DATA VISUALIZATION IN TABLEAU (OPTIONAL)
Essential Design Principles for Tableau
Design Best Practices & Exploratory Analysis
Getting started and Charting
Telling Stories with Tableau
Dashboard and Storytelling with Data
Getting Started with Effective and Ineffective Visual
Creating Visualization with Tableau
Mapping
Key Metrics Indicators and Decision Triggers

INTRODUCTION TO BIG DATA (OPTIONAL)
Big Data: Why and Where
Applications: What Makes Big Data Valuable
Introduction to Hadoop Ecosystem
Getting Started with R Spark
Big Data Era
Getting Started with Hadoop
Map ReduceProgramming with Spark

PYTHON FOR DATA SCIENCE (OPTIONAL)
Introduction
Numpy library and arrays
Pandas library and dataframes
Statistics Using Python
Data VisualizationMini Project

Eligibility

Applicants should have a bachelor's degree with a minimum of 50% aggregate marks or equivalent. Preference will be given to candidates with Engineering, Mathematics, Statistics, and Economics background.

Price

$₹ 1,25,000

Course Info

Duration: 6 Months


Type: Certificate


Approved By: UGC/DEB


College: Great Lakes Institute of Management

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