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Course10610636151 lectures

Business Intelligence & Analytics

Prof. Saji K Mathew · IIT Madras

Start with lecture 1 At NPTEL

Lectures

week-01

  1. INTRODUCTION TO BUSINESS INTELLIGENCE AND ANALYTICS | BI&A Video
  2. PATTERNS IN DATA | BI&A Video
  3. VOCABULARY OF BUSINESS ANALYTICS | BI&A Video
  4. COURSE OVERVIEW | BI&A Video

week-02

  1. CASE: Bizocity scoring at AT&T | BI&A Video
  2. BUSINESS INTELLIGENCE ARCHITECTURE | BI&A Video
  3. DATA MANAGEMENT | BI&A Video
  4. ONLINE TRANSACTION PROCESSING | BI&A Video

week-03

  1. INTRODUCTION TO SQL Video
  2. NORMALISATION Video
  3. SHOPSENSE CASE IN MySQL Workbench Video
  4. ONLINE ANALYTICAL PROCESSING | Business Intelligence & Analytics Video

week-04

  1. DESCRIPTIVE DATA ANALYTICS | Business Intelligence and Analytics Video
  2. CHURN ANALYSIS | Business Intelligence & Analytics Video
  3. CUSTOMER LIFETIME VALUE | Business Intelligence & Analytics Video
  4. NPV - CLV SPREADSHEET ANALYSIS | Business Intelligence & Analytics Video

week-05

  1. ANALYTICS PROCESS | Business Intelligence & Analytics Video
  2. INTRODUCTION TO STATISTICAL LEARNING AND DATA PRE-PROCESSING | Business Intelligence & Analytics Video
  3. DATA MINING PROCESS | Business Intelligence & Analytics Video
  4. OVERVIEW OF DATA MINING TECHNIQUES | Business Intelligence & Analytics Video
  5. ANALYTICS PROCESS CASE | Business Intelligence & Analytics Video

week-06

  1. INTRODUCTION TO CLASSIFICATION | Business Intelligence & Analytics Video
  2. SCORING MODELS | Business Intelligence & Analytics Video
  3. CLASSIFIER PERFORMANCE | Business Intelligence & Analytics Video

week-07

  1. DECISION TREES | Business Intelligence & Analytics Video
  2. ATTRIBUTE SELECTION | Business Intelligence & Analytics Video
  3. GROWING A DECISION TREE | Business Intelligence & Analytics Video

week-08

  1. DECISION TREE APPLICATION PART 1 Video
  2. DECISION TREE APPLICATION PART 2 Video
  3. CLASSIFICATION DEMO 1 Video
  4. CLASSIFICATION DEMO 2 Video

week-09

  1. CLUSTER ANALYSIS Video
  2. CLUSTERING TECHNIQUES Part 1 Video
  3. CLUSTERING TECHNIQUES Part 2 Video
  4. K MEANS CLUSTERING Video

week-10

  1. IMPLEMENTATION IN PYTHON: clustering for segmentationand profiling Video
  2. RFM ANALYSIS Video
  3. TRENDHUB CASE ON RFM Video
  4. RFM AND CLUSTERING Video

week-11

  1. ARTIFICIAL NEURAL NETWORK | BI&A | Prof. Saji K Mathew Video
  2. ANN TRAINING | BI&A | Prof. Saji K Mathew Video
  3. ANN FOR FINANCIAL TIME SERIES MODELLING | BI&A | Prof. Saji K Mathew Video
  4. IMPLEMENTATION IN PYTHON: ANN | BI&A | Prof. Saji K Mathew Video

week-12

  1. INTRODUCTION TEXT MINING | BI&A | Prof. Saji K Mathew Video
  2. TEXT MINING PROCESS | BI&A | Prof. Saji K Mathew Video
  3. Text mining using R- the case of a movie discussion forum | BI&A | Prof. Saji K Mathew Video

Live Session

  1. Live Session 31-01-2024 Video
  2. Live Session 29-02-2024 Video
  3. Live Session 27-03-2024 Video
  4. Live Session 04-02-2025 Video
  5. Live Session 04-03-2025 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Madras
Department
Computer Science and Engineering
Teacher
Prof. Saji K Mathew
Level
Undergraduate
Language
English
Subjects
Computer science, Engineering
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
Who can watch
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