This document provides an overview of data science, including its history, definition, applications, challenges, career opportunities, required skills, courses, jobs, and salaries. Data science emerged in the 1960s to help interpret large amounts of gathered data and uses computer science and statistics to gain insights from data in many fields. It allows businesses to understand vast data sources for informed decisions. Common data science jobs include data scientist, data analyst, and data engineer.
2. INDEX
1.INTRODUCTION
2.HISTORY
3.WHAT IS DATA SCIENCE
4.ROLE /NEED OF DATA SCIENCE
5.APPLICATION OF DATA SCIENCE
6.CHALLENGES OF DATA SCIENCE
7.DATA SCIENCE CAREER
8.SKILL REQUIRED FOR DATA SCIENCE
9.COURSE
10.JOBS
11.SALARY
12.CONCLUSION
3. Data Science is all about Data
or information ,research and
decision-making.
Data Science refers to how
well data match reality.
INTRODUCTION
4. HISTORY
Early in the 1960s, a new field that would
support the comprehension and interpretation
of the massive amounts of data that were being
gathered at the time was given the name "Data
Science." (At the time, there was no way of
predicting the truly massive amounts of data
over the next fifty years.)
5. WHAT IS DATA SCIENCE?
Data Science is a discipline that is constantly
developing, using computer science and statistical
methods to obtain insights and make useful
predictions in a variety of fields. In addition to being
used in fields like astronomy and health, data
science is also applied in business to aid in
decision-making.
6. NEED OF DATA SCIENCE
Data science allows businesses to effectively
comprehend enormous amounts of data from
numerous sources and gain insightful
information for more informed decisions. Data
science is extensively used in various
industries, including marketing, healthcare,
banking, finance, policy work, and others.
7. APPLICATION OF DATA SCIENCE
● Fraud and Risk Detection
● Weather Forecasting
● Healthcare
● Targeted Advertising
● Website Recommendations
● Advanced Image
Recognition
● Speech Recognition
● Airline Route Planning
● Gaming
● Augmented Reality
● Internet Search
8. CHALLENGES OF DATA SCIENCE
➢ Data Preparation
➢ Multiple Data Sources
➢ Data Security
➢ Understanding The Business Problem
➢ Effective Communication With Non-Technical
Stakeholders
➢ Collaboration with Data Engineers
➢ Misconceptions about the role
➢ Undefined KPIs and metrics
➢ Detecting deviations from the norm in huge data
sets
➢ Finding patterns in massive data sets
➢ The process of estimating the possibility of
something occurring
➢ Categorizing specific data points
9. DATA SCIENCE CAREER
★ Data Scientist
★ Data Analyst
★ Data Engineer
★ Data Architect
★ Data and Analytics
Manager
➔ Business Analyst
➔ Business Intelligence
Analyst
➔ Marketing Analyst
➔ Machine Learning
Engineer
❏ Database
Administrator
❏ Database
Developer
❏ Statistician
❏ Data Mining
Specialist
10. SKILL REQUIRED FOR DATA SCIENCE
● Python
● R Programming
● Scala
DATABASE
❏ MYSQL
❏ MongoDB
MATHEMATICS
❖ Linear Algebra
and Matrix
❖ Statistics
❖ Geometry
❖ Calculus
❖ Probability
Distribution
❖ Regression
❖ Dimensionality
Reduction
❖ Vector Models
PROGRAMMING
11. SKILL REQUIRED FOR DATA SCIENCE
DATA ANALYTICS
AND VISUALIZATION
● Tableau
● Power BI
● Qlikview
● D3.js
WEB SCRAPING
❏ BeautifulSoup
❏ Scrapy
❏ Pandas
DEEP LEARNING WITH NATURAL LANGUAGE PROCESSING
★ KNIME
★ RapidMiner
★ Integrate.io
★ Hadoop
★ Spark
BIG DATA
MACHINE LEARNING WITH ARTIFICIAL INTELLIGENCE
PROBLEM- SOLVING SKILL
12. DATA SCIENCE COURSE
Post-Graduate Diploma in Business
Analytics (PGDBA)
Postgraduate Diploma in Data Science
(PGD-DS)
PGP in Data Science
PGP – Data Science and Engineering
MTech in Data Science and Artificial
Intelligence
13. DATA SCIENCE JOBS
➢ Data Scientists
➢ Data Analyst
➢ Data Engineer
➢ Business Intelligence Analyst
➢ Marketing Analyst
➢ Data Architect
➢ Machine Learning Engineer
➢ Database Administrator
14. Data Engineer
Data Analyst
Data Architect
Statistician
Data Scientist
Database Administrator
Business Analyst
DATA SCIENCE JOBS SALARY
₹1,270,879 per year
₹875,249 per year
₹785,561 per year
₹489,234 per year
₹978,625 per year
₹686,521 per year
₹1,745,264 per year
JOB PROFILE SALARY
15. CONCLUSION
● Data science is a great career choice,
● data science is a transformative and wonderful move
For the future it is one of the highly paid jobs in the IT
Sector.