CS513 — Advanced Data Analytics and Business Intelligence

Lectures (190)

Introduction: Advanced Data Analytics and Business Intelligence | CS513_Topic001

Fundamentals of Data Analytics and Business Intelligence | CS513_Topic002

The Role of Data Analytics in Modern Business | CS513_Topic003

Types of Data Analytics and BI Techniques | Data Analytics & Business Intelligence | CS513_Topic004

Challenges in Implementing Data Analytics and BI | CS513_Topic005

Role of Data Analytics in Business Decision Making | CS513_Topic006

Enhancing Customer Insights and Personalization | CS513_Topic007

Optimizing Operational Efficiency | Advanced Data Analytics & Business Intelligence | CS513_Topic008

Risk Management & Fraud Detection | Advanced Data Analytics & Business Intelligence | CS513 Topic009

Strategic Planning and Forecasting | Data Analytics and Business Intelligence | CS513_Topic010

Corporate Performance Management | Advanced Data Analytics & Business Intelligence | CS513_Topic011

Overview of EDW-BI Systems and Architecture | CS513_Topic012

Fundamentals of Enterprise Data Warehouse | CS513_Topic013

Data Integration and ETL Process | ADVANCED DATAANALYTICS & BUSINESSINTELLIGENCE | CS513_Topic014

Data Modeling and Schema Design in EDW | CS513_Topic015

Data Governance and Security in EDW | ADVANCED DATAANALYTICS & BUSINESSINTELLIGENCE | CS513_Topic016

Data Collection and Perpetration |ADVANCED DATAANALYTICS & BUSINESSINTELLIGENCE | CS513_Topic017

Identification of Data Sources | ADVANCED DATAANALYTICS & BUSINESSINTELLIGENCE | CS513_Topic018

Data Collection Methods |ADVANCED DATAANALYTICS & BUSINESSINTELLIGENCE | CS513_Topic019

Data Privacy Security and Compliance | ADVANCED DATAANALYTICS BUSINESSINTELLIGENCE | CS513_Topic020

Data Warehousing and Data Lakes | Advanced Data Analytics and Business Intelligence | CS513_Topic021

Data Ingestion and Processing | ADVANCED DATAANALYTICS & BUSINESSINTELLIGENCE | CS513_Topic022

Data Warehousing and Data Lakes | ADVANCED DATAANALYTICS & BUSINESSINTELLIGENCE | CS513_Topic023

Data Cleaning & Transformation | ADVANCED DATAANALYTICS & BUSINESSINTELLIGENCE | CS513_Topic024

ADVANCED DATAANALYTICS BUSINESSINTELLIGENCE| Data Normalization & Standardization |CS513_Topic025

ADVANCED DATAANALYTICS & BUSINESSINTELLIGENCE | Outlier Detection And Handling | CS513_Topic026

ADVANCED DATAANALYTICS BUSINESSINTELLIGENCE | Data Transformation Techniques | CS513_Topic027

Data Parsing | Advanced Data Analytics and Business Intelligence | CS513_Topic028

Data Integration Architecture | Advanced Data Analytics and Business Intelligence | CS513_Topic029

Data Integration & Consolidation | Advanced Data Analytics & Business Intelligence | CS513_Topic030

Data Modelling | Advanced Data Analytics and Business Intelligence | CS513_Topic031

Descriptive Analytics | Advanced Data Analytics and Business Intelligence | CS513_Topic032

Descriptive Statistics | Advanced Data Analytics and Business Intelligence | CS513_Topic033

Inferential Statistics | Advanced Data Analytics and Business Intelligence | CS513_Topic034

Exploratory Data Analysis | Advanced Data Analytics and Business Intelligence | CS513_Topic035

Regression Analysis | Advanced Data Analytics and Business Intelligence | CS513_Topic036

Multivariate Analysis | Advanced Data Analytics and Business Intelligence | CS513_Topic037

Time Series Analysis | Advanced Data Analytics and Business Intelligence | CS513_Topic038

Data Summarization & Visualization | Advanced Data Analytics & Business Intelligence| CS513_Topic039

Data Visualization Principles | Advanced Data Analytics & Business Intelligence | CS513_Topic040

Data Story Telling& Communication | Advanced Data Analytics & Business Intelligence | CS513_Topic041

Use of Dashboards & Reporting Tools | Advanced Data Analytics Business Intelligence | CS513_Topic042

Interactive Dashboards & Data Exploration | CS513_Topic043

Integrating Data Sources into Dashboards | CS513_Topic044

Reporting Tools & Automation | Advanced Data Analytics & Business Intelligence | CS513_Topic045

Performance Matrix & KPIs Visualization | CS513_Topic046

Retail Sales, Walmart Case Study | Advanced Data Analytics & Business Intelligence | CS513_Topic047

Customer Segmentation Case Study | Advanced Data Analytics & Business Intelligence | CS513_Topic048

Financial Performance Analysis | Advanced Data Analytics & Business Intelligence | CS513_Topic049

Predictive Analytics | Advanced Data Analytics & Business Intelligence | CS513_Topic050

Predictive Modeling | Advanced Data Analytics & Business Intelligence | CS513_Topic051

Classification Techniques | Advanced Data Analytics & Business Intelligence | CS513_Topic052

Evaluation Metrics for Classification Models | CS513_Topic053

Regression Models | Advanced Data Analytics and Business Intelligence | CS513_Topic054

Evaluation Metrics for Regression Models | CS513_Topic055

Ensemble Methods | Advanced Data Analytics and Business Intelligence | CS513_Topic056

Model Selecting and Hyper Parameter Tuning | Data Analytics & Business Intelligence | CS513_Topic057

Cross Validation Techniques | Advanced Data Analytics and Business Intelligence | CS513_Topic058

Analysis of Time Series and Forecasting | Data Analytics and Business Intelligence | CS513_Topic059

Time Series Decomposition | Advanced Data Analytics and Business Intelligence | CS513_Topic060

Seasonal Adjustments and Smoothing Techniques | CS513_Topic061

Advance Time Series Models | Advanced Data Analytics and Business Intelligence | CS513_Topic062

Model Evaluation & Selecting in Time Series | Data Analytics& Business Intelligence | CS513_Topic063

Statistical Bias | Advanced Data Analytics and Business Intelligence | CS513_Topic064

Forecasting With Machine Learning | Advanced Data Analytics & Business Intelligence | CS513_Topic065

Retail Inventory Management | Advanced Data Analytics and Business Intelligence | CS513_Topic066

Customer Churn Prediction Case Study Netflix | CS513_Topic067

Financial Service Fraud Detection | Advanced Data Analytics & Business Intelligence | CS513_Topic068

Prescriptive Analytics | Advanced Data Analytics and Business Intelligence | CS513_Topic069

Fundamentals of Prescriptive Analytics | Data Analytics and Business Intelligence | CS513_Topic070

Optimizing Techniques | Advanced Data Analytics and Business Intelligence | CS513_Topic071

Simulation and Scenario Analysis | Advanced Data Analytics & Business Intelligence | CS513_Topic072

Integration in Prescriptive Analytics | Data Analytics and Business Intelligence | CS513_Topic073

Implementing Prescriptive Analytics | Data Analytics and Business Intelligence | CS513_Topic074

Decision Support Systems | Advanced Data Analytics and Business Intelligence | CS513_Topic075

Tools and Technologies for DSS | Advanced Data Analytics and Business Intelligence | CS513_Topic076

Applications of DSS | Advanced Data Analytics and Business Intelligence | CS513_Topic077

Challenges & Future Directions in Prescriptive Analytics | Data Analytics & BI | CS513_Topic078

Prescriptive Analysis Case Study | Advanced Data Analytics & Business Intelligence | CS513_Topic079

Introduction to BI Tools | Advanced Data Analytics and Business Intelligence | CS513_Topic080

Tableau | Advanced Data Analytics and Business Intelligence | CS513_Topic081

MS Power BI | Advanced Data Analytics and Business Intelligence | CS513_Topic082

QlikView | Advanced Data Analytics and Business Intelligence | CS513_Topic083

Google Charts | Advanced Data Analytics & Business Intelligence | CS513_Topic084

Looker | Advanced Data Analytics and Business Intelligence | CS513_Topic085

MS SQL Server Reporting Services | Advanced Data Analytics & Business Intelligence | CS513_Topic086

Introduction to BI Techniques | Advanced Data Analytics & Business Intelligence | CS513_Topic087

Enterprise Data Waterhouse EDW | | Advanced Data Analytics & Business Intelligence | CS513_Topic088

Data Lake Concept | Advanced Data Analytics & Business Intelligence | CS513_Topic089

Data Integration Real Time Features Advanced Data Analytics & Business Intelligence | CS513_Topic090

Interactive Dashboards and Charts | Advanced Data Analytics & Business Intelligence | CS513_Topic091

Performance Optimization | Advanced Data Analytics and Business Intelligence | CS513_Topic092

User Access and Security | Advanced Data Analytics and Business Intelligence | CS513_Topic093

Hands on Lab: Creating Sales Dashboard in Tableau | CS513_Topic094

Hands on Lab: Creating Financial Dashboard in Power BI | CS513_Topic095

Hands on Lab: Customer Segmentation in QlikView | CS513_Topic096

Hands on Lab: Marketing Campaign Analysis in Looker | CS513_Topic097

Hands on Lab: Data Migration Using Microsoft Platform | CS513_Topic098

Data Driven Decision Making | Advanced Data Analytics and Business Intelligence | CS513_Topic099

KPIs And Matrices | Advanced Data Analytics and Business Intelligence | CS513_Topic100

Designing Effective KPI Dashboards | Advanced Data Analytics, Business Intelligence | CS513_Topic101

KPI Analysis and Interpretation | Advanced Data Analytics and Business Intelligence | CS513_Topic102

Aligning KPIs With Business Strategy | Data Analytics and Business Intelligence | CS513_Topic103

Developing Data Driven Strategy | Advanced Data Analytics and Business Intelligence | CS513_Topic104

Data Governance & Strategy | Advanced Data Analytics and Business Intelligence | CS513_Topic105

Transforming Business Model with Data | Data Analytics and Business Intelligence | CS513_Topic106

Measuring & Optimizing Business Performance | CS513_Topic107

Building Data Driven Culture | Advanced Data Analytics and Business Intelligence | CS513_Topic108

Data Integration into Daily Operations | Data Analytics and Business Intelligence | CS513_Topic109

Amazon Case Study | Advanced Data Analytics and Business Intelligence | CS513_Topic110

Netflix Case Study | Advanced Data Analytics and Business Intelligence | CS513_Topic111

Walmart Case Study | Advanced Data Analytics and Business Intelligence | CS513_Topic112

Uber Case Study | Advanced Data Analytics and Business Intelligence | CS513_Topic113

Advance BI Topics | Advanced Data Analytics and Business Intelligence | CS513_Topic114

Big Data Analytics | Advanced Data Analytics and Business Intelligence | CS513_Topic115

Big Data Technologies | Advanced Data Analytics and Business Intelligence | CS513_Topic116

Big Data Use Cases | Advanced Data Analytics & Business Intelligence | CS513_Topic117

Data Processing & ETL in Gig Data | Advanced Data Analytics & Business Intelligence | CS513_Topic118

Real Time Analytics and Streaming Process | Data Analytics & Business Intelligence | CS513_Topic119

Streaming Process Architecture | Advanced Data Analytics & Business Intelligence | CS513_Topic120

Real Time Data Processing Use Cases | Data Analytics & Business Intelligence | CS513_Topic121

Cloud Based BI Solutions Overview | Advanced Data Analytics & Business Intelligence | CS513_Topic122

Security and Compliance in Cloud Based BI Solutions | CS513_Topic123

Implementing & Managing Cloud Based BI Solutions | CS513_Topic124

Emerging Trends AI-ML in Analytics & BI | Data Analytics & Business Intelligence | CS513_Topic125

Augmented Analytics | Advanced Data Analytics & Business Intelligence | CS513_Topic126

Chatbots | Advanced Data Analytics & Business Intelligence | CS513_Topic127

Generative AI | Advanced Data Analytics & Business Intelligence | CS513_Topic128

Natural Language Processing | Advanced Data Analytics & Business Intelligence | CS513_Topic129

Large Language Models, LLM | Advanced Data Analytics & Business Intelligence | CS513_Topic130

Blockchain Analytics | Advanced Data Analytics & Business Intelligence | CS513_Topic131

Data Visualization & Story Telling | Advanced Data Analytics& Business Intelligence | CS513_Topic132

Data Visualization | Advanced Data Analytics & Business Intelligence | CS513_Topic133

Choosing Right Chart Types | Advanced Data Analytics & Business Intelligence | CS513_Topic134

Chart Types (Part 1) | Advanced Data Analytics & Business Intelligence | CS513_Topic135

Chart Types (Part 2) | Advanced Data Analytics & Business Intelligence | CS513_Topic136

Data Visualization Context and Audience | Data Analytics & Business Intelligence | CS513_Topic137

Engagement Techniques | Advanced Data Analytics & Business Intelligence | CS513_Topic138

Data is Your Hero | Advanced Data Analytics & Business Intelligence | CS513_Topic139

Ethical and Legal Considerations in Data Analytics | CS513_Topic140

Data Security | Advanced Data Analytics & Business Intelligence | CS513_Topic141

Data Privacy | Advanced Data Analytics & Business Intelligence | CS513_Topic142

Data Transparency | Advanced Data Analytics & Business Intelligence | CS513_Topic143

Data Governance & Accountability | Advanced Data Analytics & Business Intelligence | CS513_Topic144

Risk Management | Advanced Data Analytics & Business Intelligence | CS513_Topic145

Stakeholder Engagement | Advanced Data Analytics & Business Intelligence | CS513_Topic146

Data Analytics and Ethical Issues | Advanced Data Analytics & Business Intelligence | CS513_Topic147

Ethical Use of Data | Advanced Data Analytics & Business Intelligence | CS513_Topic148

Data Bias | Advanced Data Analytics & Business Intelligence | CS513_Topic149

Ethical Review Process | Advanced Data Analytics & Business Intelligence | CS513_Topic150

Informed Consent | Advanced Data Analytics & Business Intelligence | CS513_Topic151

Regulatory Compliance | Advanced Data Analytics & Business Intelligence | CS513_Topic152

Regulatory Compliance Standards and International Bodies | CS513_Topic153

Delivering Successful Data Analytics and BI Projects | CS513_Topic154

Clear Objectives and Scope | Advanced Data Analytics & Business Intelligence | CS513_Topic155

Business User’s Engagement and Alignment | Data Analytics & Business Intelligence | CS513_Topic156

Data Quality and Governance | Advanced Data Analytics & Business Intelligence | CS513_Topic157

Technical Infrastructure & Tools | Advanced Data Analytics & Business Intelligence | CS513_Topic158

Skilled Team and Expertise | Advanced Data Analytics & Business Intelligence | CS513_Topic159

Project Management & Methodology | Advanced Data Analytics & Business Intelligence | CS513_Topic160

User Adaption & Change Management | Advanced Data Analytics & Business Intelligence | CS513_Topic161

Performance Management Evaluation | Advanced Data Analytics & Business Intelligence | CS513_Topic162

Project Reporting | Advanced Data Analytics & Business Intelligence | CS513_Topic163

Strategic Project Alignment | Advanced Data Analytics & Business Intelligence | CS513_Topic164

Project Planning & Management | Advanced Data Analytics & Business Intelligence | CS513_Topic165

Resource Planning & Allocation | Advanced Data Analytics & Business Intelligence | CS513_Topic166

Project Risk Management | Advanced Data Analytics & Business Intelligence | CS513_Topic167

Timelines & Milestones | Advanced Data Analytics & Business Intelligence | CS513_Topic168

Stakeholders Management | Advanced Data Analytics & Business Intelligence | CS513_Topic169

Project Communication | Advanced Data Analytics & Business Intelligence | CS513_Topic170

Chatbot Development | Advanced Data Analytics & Business Intelligence | CS513_Topic171

Understanding Business Requirements for Travels & Tourism Agency Chatbot | CS513_Topic172

Planning Chatbot for Travels & Tourism | Data Analytics & Business Intelligence | CS513_Topic173

Chatbot Analysis | Advanced Data Analytics & Business Intelligence | CS513_Topic174

Chatbot Design | Advanced Data Analytics & Business Intelligence | CS513_Topic175

Prototype Development | Advanced Data Analytics & Business Intelligence | CS513_Topic176

Chatbot Development: Python | Advanced Data Analytics & Business Intelligence | CS513_Topic177

Overview of the Testing Phase | Advanced Data Analytics & Business Intelligence | CS513_Topic178

Chatbot Implementation Strategy | Advanced Data Analytics & Business Intelligence | CS513_Topic179

Overview of the Maintenance Phase | Advanced Data Analytics & Business Intelligence | CS513_Topic180

Ex.1 Understanding Data Dictionary (Part1) | Data Analytics & Business Intelligence | CS513_Topic181

Ex.1 Understanding Data Dictionary (Part2) | Data Analytics & Business Intelligence | CS513_Topic182

Exercise 2: Data Loading (Part 1) | Advanced Data Analytics & Business Intelligence | CS513_Topic183

Exercise 2: Data Loading (Part 2) | Advanced Data Analytics & Business Intelligence | CS513_Topic184

Hands-on Exercises 3 (Part A) | Advanced Data Analytics & Business Intelligence | CS513_Topic185

Hands-on Exercises 3 (Part B) | Advanced Data Analytics & Business Intelligence | CS513_Topic186

Hands-on Exercises 4 (Part A) | Advanced Data Analytics & Business Intelligence | CS513_Topic187

Hands-on Exercises 4 (Part B) | Advanced Data Analytics & Business Intelligence | CS513_Topic188

Hands-on Exercises 5 (Part A) | Advanced Data Analytics & Business Intelligence | CS513_Topic189

Hands-on Exercises 5 (Part B) | Advanced Data Analytics & Business Intelligence | CS513_Topic190