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Course11010712940 lectures

Business Analytics & Text Mining Modeling Using Python

Prof. Gaurav Dixit · IIT Roorkee

Start with lecture 1 At NPTEL

About

Objective of this course is to impart knowledge on use of text mining techniques for deriving business intelligence to achieve organizational goals. Use of Python based software platform to build, assess, and compare models based on real datasets and cases with an easy-to-follow learning curve.

Intended audience: UG & PG engineering students: all branches MBA students Professionals working in or aspiring for Business Analyst, Data Analyst, Data Scientist, and Data Engineer roles

Prerequisites: Relevant sessions from the courses Business Analytics & Data Mining Modelling Using R Parts I and II

Lectures

Week 1

  1. Introduction Part I YouTube
  2. Introduction Part II YouTube
  3. Introduction Part III YouTube
  4. Python for Analytics Part I YouTube
  5. Python for Analytics Part II YouTube

Week 2

  1. Python for Analytics Part III YouTube
  2. Python for Analytics Part IV YouTube
  3. Python for Analytics Part V YouTube
  4. Built in Capabilities of Python I YouTube
  5. Built in Capabilities of Python II YouTube

Week 3

  1. Built in Capabilities of Python III YouTube
  2. Built in Capabilities of Python IV YouTube
  3. Built in Capabilities of Python V YouTube
  4. Built in Capabilities of Python VI YouTube
  5. Built in Capabilities of Python VII YouTube

Week 4

  1. Built in Capabilities of Python VIII YouTube
  2. Built in Capabilities of Python IX YouTube
  3. Built in Capabilities of Python X YouTube
  4. Numerical Python Part I YouTube
  5. Numerical Python Part II YouTube

Week 5

  1. Numerical Python Part III YouTube
  2. Numerical Python Part IV YouTube
  3. Numerical Python Part V YouTube
  4. Numerical Python Part VI YouTube
  5. Numerical Python Part VII YouTube

Week 6

  1. Database Using Python Pandas Part I YouTube
  2. Database Using Python Pandas Part II YouTube
  3. Database Using Python Pandas Part III YouTube
  4. Database Using Python Pandas Part IV YouTube
  5. Python Working with Data Part I YouTube

Week 7

  1. Python Working with Data Part II YouTube
  2. Python Working with Data Part III YouTube
  3. String and Text Processing Part I YouTube
  4. String and Text Processing Part II YouTube
  5. Data Visualization Using Python YouTube

Week 8

  1. Text Collection & Transformation Part I YouTube
  2. Text Collection & Transformation Part II YouTube
  3. Text Mining & Modeling Part I YouTube
  4. Text Mining & Modeling Part II YouTube
  5. Text Mining & Modeling Part III YouTube

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Roorkee
Department
Management
Teacher
Prof. Gaurav Dixit
Level
Undergraduate
Language
English
Subjects
Business and management
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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