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Introduction to Data Analytics
Umasree Raghunath
&
Kumaraswamy T V
IBM
Presentation curated by
Sudheer Vetcha
Agenda
What is Data
What is
Analytics
What is Data
Analytics
Why Data
Analytics
Applications
of Data
Analytics
Activities in
Data Analytics
Roles and jobs
in Data
Analytics
Use cases
Tools
available for
Data Analytics
What is Data ?
 Data is simply facts or figures — bits of information.
 When data is organized, processed, interpreted, structured to make
it meaningful or useful, it is called complete information.
 Data can be images, sounds, videos etc.
 Data is Measured, Reported, and Analyzed
 Can be structured or unstructured
 Can be discrete or continuous
What is Analytics ?
It is the method of understanding or
identifying or interpreting the hidden
pattern in the data for effective
decision making.
It is the process of inspecting,
cleaning, transforming and
modelling data by using statistics
What is Data Analytics ?
Types of Analytics
Descriptive Analytics
Prescriptive Analytics
Descriptive Analytics
Descriptive Analytics
We use Descriptive statistics
Identifying what has happened
Example: What is the average test score of the class
Prescriptive Analytics
We use inferential statistics
Interpreting what should we do
Example: Whether to reject or accept a batch of sops
manufactured by a machine
Introduction to Data Analytics
Predictive Analytics
 We use predictive statistics
 Predicting what could happen
 Example: Predicting the sales of Walmart
Introduction to Data Analytics
 Effective decision making
 Enhanced customer
service
 Improves Business/sales
 Identify anomalies
Why Data Analytics ?
Applications of Data Analytics
Self Driving Cars Google Maps
Applications of Data Analytics
Recommendation Engine Games
Applications of Data Analytics
Decision Making
Activities in Data Analytics
 Data Extraction – Fetch data from database
 Data Analysis – Observe the data
 Data Manipulation – Manipulate the data
 Data Modelling – Fit a model to the data
 Data Visualization – Visualize the data
Career in Data Analytics
 Data Engineer
 Data Analyst
 Data Modeler
 Data Scientist
 Full stack developer
Career in Data Analytics
Career in Data Analytics
Career in Data Analytics
Roles in Data Analytics
Use Case
Use case - Aadhar
Use Case - YouTube
 YouTube uses recommendation
systems to bring videos to a user.
 Increases the time user spends in
the site
 Makes money by advertising
 Entertains the user
 Ultimately became popular
Use Case - BMW
Sensors are installed in the car to
monitor the condition of the
vehicle
BMW gets the data continuously,
analyses it to understand the
condition of the car
Customer is contacted when the
car needs service
Use Case - Other
Identifying fraudulent banking transactions
Determining a defaulter before issuing a credit card
Advertising a brand on T-Shirts – FIFA
Customer churn - Telecommunication
Tools available in Data Analytics – Data Extraction
 Data Stage
 Informatica
 R
 Python
 SAS
Tools available in Data Analytics – Data Analysis & Modelling
 Python
 R
 SAS
 SPSS
 IBM WATSON
 MATLAB
 Statistica
 WEKA
 MS Excel
Tools available in Data Analytics – Data Visualization
 COGNOS
 Qlikview
 Tableau
 Excel
 R
 Python
 Dueen
 Domo
 BIRT
 JaperSoft
 SpagoBI
 Pentaho
Data Analytics Introduction Roles Tools

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Data Analytics Introduction Roles Tools

  • 1. Introduction to Data Analytics Umasree Raghunath & Kumaraswamy T V IBM Presentation curated by Sudheer Vetcha
  • 2. Agenda What is Data What is Analytics What is Data Analytics Why Data Analytics Applications of Data Analytics Activities in Data Analytics Roles and jobs in Data Analytics Use cases Tools available for Data Analytics
  • 3. What is Data ?  Data is simply facts or figures — bits of information.  When data is organized, processed, interpreted, structured to make it meaningful or useful, it is called complete information.  Data can be images, sounds, videos etc.  Data is Measured, Reported, and Analyzed  Can be structured or unstructured  Can be discrete or continuous
  • 4. What is Analytics ? It is the method of understanding or identifying or interpreting the hidden pattern in the data for effective decision making.
  • 5. It is the process of inspecting, cleaning, transforming and modelling data by using statistics What is Data Analytics ?
  • 6. Types of Analytics Descriptive Analytics Prescriptive Analytics Descriptive Analytics
  • 7. Descriptive Analytics We use Descriptive statistics Identifying what has happened Example: What is the average test score of the class
  • 8. Prescriptive Analytics We use inferential statistics Interpreting what should we do Example: Whether to reject or accept a batch of sops manufactured by a machine Introduction to Data Analytics
  • 9. Predictive Analytics  We use predictive statistics  Predicting what could happen  Example: Predicting the sales of Walmart Introduction to Data Analytics
  • 10.  Effective decision making  Enhanced customer service  Improves Business/sales  Identify anomalies Why Data Analytics ?
  • 11. Applications of Data Analytics Self Driving Cars Google Maps
  • 12. Applications of Data Analytics Recommendation Engine Games
  • 13. Applications of Data Analytics Decision Making
  • 14. Activities in Data Analytics  Data Extraction – Fetch data from database  Data Analysis – Observe the data  Data Manipulation – Manipulate the data  Data Modelling – Fit a model to the data  Data Visualization – Visualize the data
  • 15. Career in Data Analytics  Data Engineer  Data Analyst  Data Modeler  Data Scientist  Full stack developer
  • 16. Career in Data Analytics
  • 17. Career in Data Analytics
  • 18. Career in Data Analytics
  • 19. Roles in Data Analytics
  • 21. Use case - Aadhar
  • 22. Use Case - YouTube  YouTube uses recommendation systems to bring videos to a user.  Increases the time user spends in the site  Makes money by advertising  Entertains the user  Ultimately became popular
  • 23. Use Case - BMW Sensors are installed in the car to monitor the condition of the vehicle BMW gets the data continuously, analyses it to understand the condition of the car Customer is contacted when the car needs service
  • 24. Use Case - Other Identifying fraudulent banking transactions Determining a defaulter before issuing a credit card Advertising a brand on T-Shirts – FIFA Customer churn - Telecommunication
  • 25. Tools available in Data Analytics – Data Extraction  Data Stage  Informatica  R  Python  SAS
  • 26. Tools available in Data Analytics – Data Analysis & Modelling  Python  R  SAS  SPSS  IBM WATSON  MATLAB  Statistica  WEKA  MS Excel
  • 27. Tools available in Data Analytics – Data Visualization  COGNOS  Qlikview  Tableau  Excel  R  Python  Dueen  Domo  BIRT  JaperSoft  SpagoBI  Pentaho

Notes de l'éditeur

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