SlideShare a Scribd company logo
Introduction to
Data Analytics & ML using
Python
Dr.S.M.Badhusha
Sr.Professor/CSE,
AIET, Mijar,Mangalore
Data analytics is the process and
methodology of analyzing data
to draw meaningful insight
from the data
Typical Process of Data Analytics
Types of Data Analytics
Confusion – Data Analysis Vs. Data Analytics
They’re often used interchangeably, but
technically speaking...
Confusion – Big Data vs. Data Analytics
Confusion – Artificial Intelligence vs. Data Analytics
What is Data Science?
Data science is a multidisciplinary blend of
data inference, algorithmic development,
and technology in order to solve
analytically complex problems.
Introduction to Python Data Analytics.pdf
Python as a Programming Language
Python is a general-purposed
high-level programming language
Web development
Networking
Scientific computing
Data analytics
The nature of Python makes it
a perfect-fit for data analytics
Easy to learn
Readable
Scalable
Extensive set of libraries
Easy integration with other apps
Active community
Popular data analytics libraries in Python
Typical Python data analytics process performed in
this workshop..
1. Python basic Programming
2. Identify the dataset of interest from a file/database/web
3. Load the dataset into a Pandas dataframe
4. Check the column names and see the first few rows
5. Derive additional columns if needed and handle missing
data
6. Do analysis with visualization or apply logistic
Regression analysis
REFERENCES
https://www.wikipedia.org/
Python for Data Analysis by Wes McKinney, Orielly
publications
https://uiowa.edu/datascience/resources

More Related Content

PDF
Python for Data Science: A Comprehensive Guide
PDF
Unlocking the Power of Python in Data Analytics
PPTX
VANITHA S.docx.pptxdata science with python
PPTX
R.SOWMIYA (30323U09086).pptx data science with python
PDF
A Complete Beginner’s Guide : data science with python training in chennai
PPTX
Python for Data Science Professionals.pptx
PDF
Data Analytics with Python: A Comprehensive Approach - CETPA Infotech
PPTX
Proposed Talk Outline for Pycon2017
Python for Data Science: A Comprehensive Guide
Unlocking the Power of Python in Data Analytics
VANITHA S.docx.pptxdata science with python
R.SOWMIYA (30323U09086).pptx data science with python
A Complete Beginner’s Guide : data science with python training in chennai
Python for Data Science Professionals.pptx
Data Analytics with Python: A Comprehensive Approach - CETPA Infotech
Proposed Talk Outline for Pycon2017

Similar to Introduction to Python Data Analytics.pdf (20)

PDF
python-for-advanced-data-science-techniques-and-best-practices-20240911071850...
PDF
-python-for-data-science-20240911071905Ss8z.pdf
PPTX
The Python ecosystem for data science - Landscape Overview
PDF
ilovepdf_merged pdfggjhfgyutertyuiuytrsj
PDF
Python Libraries for Data Science - A Must-Know List.pdf
PDF
Data Wrangling with Python_ Cleaning and Preparing Datasets for Analysis.pdf
PPTX
K.sabitha NM.pptx advance data science with python
PPTX
Next generation of data scientist
PPTX
Machine Learning Techniques in Python Dissertation - Phdassistance
PDF
Data+Science+in+Python+-+Data+Prep+&+EDA.pdf
PPTX
Radhika (30323U09065).pptx data science with python
PPTX
Data Science Data Science Data Science.pptx
PDF
Best Data Science course in Bengaluru with Placement
PPTX
MACHINE LEARNING WITH PYTHON PPT.pptx
PPTX
1 UNIT-DSP.pptx
PDF
Data Analysis Python For Environmental Science Hayden Van Der Post
PDF
1. introduction to data science —
PDF
_Python for Data Science.pdf
PDF
Best Python Libraries For Data Science & Machine Learning | Edureka
PPTX
machinelearningwithpythonppt-230605123325-8b1d6277.pptx
python-for-advanced-data-science-techniques-and-best-practices-20240911071850...
-python-for-data-science-20240911071905Ss8z.pdf
The Python ecosystem for data science - Landscape Overview
ilovepdf_merged pdfggjhfgyutertyuiuytrsj
Python Libraries for Data Science - A Must-Know List.pdf
Data Wrangling with Python_ Cleaning and Preparing Datasets for Analysis.pdf
K.sabitha NM.pptx advance data science with python
Next generation of data scientist
Machine Learning Techniques in Python Dissertation - Phdassistance
Data+Science+in+Python+-+Data+Prep+&+EDA.pdf
Radhika (30323U09065).pptx data science with python
Data Science Data Science Data Science.pptx
Best Data Science course in Bengaluru with Placement
MACHINE LEARNING WITH PYTHON PPT.pptx
1 UNIT-DSP.pptx
Data Analysis Python For Environmental Science Hayden Van Der Post
1. introduction to data science —
_Python for Data Science.pdf
Best Python Libraries For Data Science & Machine Learning | Edureka
machinelearningwithpythonppt-230605123325-8b1d6277.pptx
Ad

More from S.Mohideen Badhusha (7)

PDF
Simple intro to HTML and its applications
PDF
PHP Programming and its Applications workshop
PDF
‘How to develop Pythonic coding rather than Python coding – Logic Perspective’
PDF
Object oriented Programming using C++ and Java
PDF
‘How to develop Pythonic coding rather than Python coding – Logic Perspective’
PDF
‘How to develop Pythonic coding rather than Python coding – Logic Perspective’
PDF
‘How to develop Pythonic coding rather than Python coding – Logic Perspective’
Simple intro to HTML and its applications
PHP Programming and its Applications workshop
‘How to develop Pythonic coding rather than Python coding – Logic Perspective’
Object oriented Programming using C++ and Java
‘How to develop Pythonic coding rather than Python coding – Logic Perspective’
‘How to develop Pythonic coding rather than Python coding – Logic Perspective’
‘How to develop Pythonic coding rather than Python coding – Logic Perspective’
Ad

Recently uploaded (20)

PPTX
Artificial Intelligence
PDF
July 2025 - Top 10 Read Articles in International Journal of Software Enginee...
PPTX
bas. eng. economics group 4 presentation 1.pptx
PPTX
Geodesy 1.pptx...............................................
PPT
introduction to datamining and warehousing
PDF
Operating System & Kernel Study Guide-1 - converted.pdf
PPT
Mechanical Engineering MATERIALS Selection
PDF
Mitigating Risks through Effective Management for Enhancing Organizational Pe...
PDF
Digital Logic Computer Design lecture notes
PDF
Model Code of Practice - Construction Work - 21102022 .pdf
PDF
Embodied AI: Ushering in the Next Era of Intelligent Systems
PDF
PRIZ Academy - 9 Windows Thinking Where to Invest Today to Win Tomorrow.pdf
PPTX
Foundation to blockchain - A guide to Blockchain Tech
PPTX
UNIT 4 Total Quality Management .pptx
PPTX
web development for engineering and engineering
PDF
Automation-in-Manufacturing-Chapter-Introduction.pdf
PPTX
CYBER-CRIMES AND SECURITY A guide to understanding
PPTX
Engineering Ethics, Safety and Environment [Autosaved] (1).pptx
PPTX
FINAL REVIEW FOR COPD DIANOSIS FOR PULMONARY DISEASE.pptx
PDF
Well-logging-methods_new................
Artificial Intelligence
July 2025 - Top 10 Read Articles in International Journal of Software Enginee...
bas. eng. economics group 4 presentation 1.pptx
Geodesy 1.pptx...............................................
introduction to datamining and warehousing
Operating System & Kernel Study Guide-1 - converted.pdf
Mechanical Engineering MATERIALS Selection
Mitigating Risks through Effective Management for Enhancing Organizational Pe...
Digital Logic Computer Design lecture notes
Model Code of Practice - Construction Work - 21102022 .pdf
Embodied AI: Ushering in the Next Era of Intelligent Systems
PRIZ Academy - 9 Windows Thinking Where to Invest Today to Win Tomorrow.pdf
Foundation to blockchain - A guide to Blockchain Tech
UNIT 4 Total Quality Management .pptx
web development for engineering and engineering
Automation-in-Manufacturing-Chapter-Introduction.pdf
CYBER-CRIMES AND SECURITY A guide to understanding
Engineering Ethics, Safety and Environment [Autosaved] (1).pptx
FINAL REVIEW FOR COPD DIANOSIS FOR PULMONARY DISEASE.pptx
Well-logging-methods_new................

Introduction to Python Data Analytics.pdf

  • 1. Introduction to Data Analytics & ML using Python Dr.S.M.Badhusha Sr.Professor/CSE, AIET, Mijar,Mangalore
  • 2. Data analytics is the process and methodology of analyzing data to draw meaningful insight from the data
  • 3. Typical Process of Data Analytics
  • 4. Types of Data Analytics
  • 5. Confusion – Data Analysis Vs. Data Analytics They’re often used interchangeably, but technically speaking...
  • 6. Confusion – Big Data vs. Data Analytics
  • 7. Confusion – Artificial Intelligence vs. Data Analytics
  • 8. What is Data Science? Data science is a multidisciplinary blend of data inference, algorithmic development, and technology in order to solve analytically complex problems.
  • 10. Python as a Programming Language Python is a general-purposed high-level programming language Web development Networking Scientific computing Data analytics
  • 11. The nature of Python makes it a perfect-fit for data analytics Easy to learn Readable Scalable Extensive set of libraries Easy integration with other apps Active community
  • 12. Popular data analytics libraries in Python
  • 13. Typical Python data analytics process performed in this workshop.. 1. Python basic Programming 2. Identify the dataset of interest from a file/database/web 3. Load the dataset into a Pandas dataframe 4. Check the column names and see the first few rows 5. Derive additional columns if needed and handle missing data 6. Do analysis with visualization or apply logistic Regression analysis
  • 14. REFERENCES https://www.wikipedia.org/ Python for Data Analysis by Wes McKinney, Orielly publications https://uiowa.edu/datascience/resources