SlideShare a Scribd company logo
CIJ is Sponsored By:
Career of Future
10/13/2015 1
About ME
Mohammed K. Barakat
• Industrial Engineer, The University of Jordan
• Business Excellence Manager-FINE Hygienic Paper Company
• Professional Engineer in Industrial Engineering (PE), (JCPQA-JEA)
• Project Management Professional (PMP), (PMI)
• Risk Management Professional (PMI-RMP), (PMI)
• Certified Six Sigma Black Belt (CSSBB), (ASQ)
• Certified Six Sigma Green Belt (CSSGB), (ASQ)
• Microsoft Certified Technology Specialist (MCTS), (Microsoft)
• Microsoft Certified Trainer (MCT), (Microsoft)
mohammedbarakat
MohdBarakat
MohdKBarakat
10/13/2015
2
Data Science: Career of the Future
10/13/2015
3
http://www.wired.com/insights/2014/06/tell-kids-data-scientists-doctors/
…Did you hear that? Data scientists earning more than
doctors…
…But salary is not the only reason…
…data scientists will have a measurable impact on the
future of healthcare.
Why Data Science?
10/13/2015
4
http://www.economist.com/node/15579717
…the quantity of information in the world is soaring
…150 exabytes (billion gigabytes) of data in 2005. This year,
it will create 1,200 exabytes…
…keeping up with this flood, and storing the bits that might
be useful, is difficult enough…
…Analyzing it, to spot patterns and extract useful
information, is harder..
…Even so, the data deluge is already starting to transform
business…
Why “Data Scientist” is a hugely important
profession in the next decade?
10/13/2015
5
“I keep saying that the sexy job in the next
10 years will be statisticians,” said Hal
Varian, chief economist at Google. “And I’m
not kidding.”
https://www.youtube.com/watch?v=pi472Mi3VLw
Why “Data Scientist” is a hugely important
profession in the next decade?
• …ability to take the data
10/13/2015
6
• …extract value from it
• …understand the process
• …visualize it
• …Not only at the professional level
• …communicate it
• …Ubiquitous data…but
• …Statisticians are just part of it
• …Scarcity in ability to understand data
and extract value from it
• …Managers need to access and
understand the data themselves
• …No army behind the scenes to
digest the information for you
What is Data Science?
10/13/2015
7
“Data Science is the extraction of knowledge from
large volumes of data that are structured or
unstructured”
often requires sorting through a great amount of
information and writing algorithms to extract insights
from this data.
What is Big Data?
10/13/2015
8
Big Data is high volume, high velocity, and/or high variety
information assets that require new forms of processing
to enable enhanced decision making, insight discovery
and process optimization."
The 3V’s of Big Data:
Volume: amount of data
Velocity: speed of data in and out
Variety: range of data type and sources
The Data Science Process
10/13/2015
9
The Data Scientist Toolbox
10/13/2015
10
R Software
a software environment for statistical
computing and graphics
The Data Scientist Toolbox
10/13/2015
11
RStudio
An open source software to make it easy for
anyone to analyze data with R
The Data Scientist Toolbox
10/13/2015
12
You’ve got to do a lot of
coding!
The Data Scientist Toolbox
10/13/2015
13
You’ve got to work out
a lot of statistics!
The Data Scientist Toolbox
10/13/2015
14
Github.com RPubs.com
Share your results and code
Publish your full report and build a personal Brand
The Data Scientist Toolbox
10/13/2015
15
RPubs.com
You’d be a Data Scientist…
…..evidence-based results
…..reproducible research
The Data Science process explained
10/13/2015
16
STEP 1: Getting and Cleaning Data
 Downloading files
 Reading data
 Raw vs. Tidy data
 Merging data
 Reshaping data
 Summarizing data
 Data ‘Housekeeping’
The Data Science process explained
10/13/2015
17
STEP 2: Exploratory Data Analysis
 understand data properties
 find patterns in data
 communicate results
 It is made quickly
 Many are made
 The goal is for personal understanding
The Data Science process explained
10/13/2015
18
STEP 3: Perform Statistical Inference
“Statistical inference is the process of drawing formal
conclusions from data”.
Some techniques and concepts:
 Sampling
 Randomization
 Hypothesis Testing
 Confidence Intervals (uncertainty)
 Experimental Design
The Data Science process explained
10/13/2015
19
STEP 4: Perform Regression Modelling
“a statistical process for estimating the
relationships among variables”
 understand how the value of the dependent
variable changes when any one of the
independent variables is varied.
 widely used for prediction (next step)
The Data Science process explained
10/13/2015
20
STEP 5: Perform Machine Learning
“is a computer's way of learning from examples
by using algorithms that take in data and
improve themselves to predict on new data”
Example:
The spam filter working in the background to
block your junk email.
The Data Science process explained
10/13/2015
21
STEP 6: Make your research Reproducible
“Make analytic data and code available so that
others may reproduce findings”
Why?!
To provide scientific evidence of your findings.
http://www.rpubs.com/mohammedkb/TransMPGAnalysis
What it takes you to be a good Data Scientist
10/13/2015
22
Business
skills Communications
skills
Analytical
skills
Computer
science
Statistics
Creativity
Scientific
Mindset
Passion &
Perseverance
What to do next?
10/13/2015
23
 Start learning about Data Science
 Go to the Massive Open Online Course (MOOC)
o Coursera/Data Science
o DataCamp
10/13/2015
24

More Related Content

What's hot

Data Science
Data ScienceData Science
Data Science
Rabin BK
 
Introduction on Data Science
Introduction on Data ScienceIntroduction on Data Science
Introduction on Data Science
Edureka!
 
Data science
Data scienceData science
Data science
Mohamed Loey
 
Data science presentation
Data science presentationData science presentation
Data science presentation
MSDEVMTL
 
Introduction to data science club
Introduction to data science clubIntroduction to data science club
Introduction to data science club
Data Science Club
 
Introduction to data science
Introduction to data scienceIntroduction to data science
Introduction to data science
Tharushi Ruwandika
 
Big data lecture notes
Big data lecture notesBig data lecture notes
Big data lecture notes
Mohit Saini
 
Introduction To Data Science
Introduction To Data ScienceIntroduction To Data Science
Introduction To Data Science
Spotle.ai
 
Data Science For Beginners | Who Is A Data Scientist? | Data Science Tutorial...
Data Science For Beginners | Who Is A Data Scientist? | Data Science Tutorial...Data Science For Beginners | Who Is A Data Scientist? | Data Science Tutorial...
Data Science For Beginners | Who Is A Data Scientist? | Data Science Tutorial...
Edureka!
 
Ppt on data science
Ppt on data science Ppt on data science
Ppt on data science
Ansh Budania
 
Data Science Introduction
Data Science IntroductionData Science Introduction
Data Science Introduction
Gang Tao
 
data science
data sciencedata science
data science
skhraletta
 
introduction to data science
introduction to data scienceintroduction to data science
introduction to data science
bhavesh lande
 
Data science applications and usecases
Data science applications and usecasesData science applications and usecases
Data science applications and usecases
Sreenatha Reddy K R
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
ANOOP V S
 
Introduction to-data-science
Introduction to-data-scienceIntroduction to-data-science
Introduction to-data-science
Ahmad karawash
 
Introduction to data science.pptx
Introduction to data science.pptxIntroduction to data science.pptx
Introduction to data science.pptx
SadhanaParameswaran
 
Data science | What is Data science
Data science | What is Data scienceData science | What is Data science
Data science | What is Data science
ShilpaKrishna6
 
Data Science
Data ScienceData Science
Data Science
Prakhyath Rai
 
What Is Data Science? | Introduction to Data Science | Data Science For Begin...
What Is Data Science? | Introduction to Data Science | Data Science For Begin...What Is Data Science? | Introduction to Data Science | Data Science For Begin...
What Is Data Science? | Introduction to Data Science | Data Science For Begin...
Simplilearn
 

What's hot (20)

Data Science
Data ScienceData Science
Data Science
 
Introduction on Data Science
Introduction on Data ScienceIntroduction on Data Science
Introduction on Data Science
 
Data science
Data scienceData science
Data science
 
Data science presentation
Data science presentationData science presentation
Data science presentation
 
Introduction to data science club
Introduction to data science clubIntroduction to data science club
Introduction to data science club
 
Introduction to data science
Introduction to data scienceIntroduction to data science
Introduction to data science
 
Big data lecture notes
Big data lecture notesBig data lecture notes
Big data lecture notes
 
Introduction To Data Science
Introduction To Data ScienceIntroduction To Data Science
Introduction To Data Science
 
Data Science For Beginners | Who Is A Data Scientist? | Data Science Tutorial...
Data Science For Beginners | Who Is A Data Scientist? | Data Science Tutorial...Data Science For Beginners | Who Is A Data Scientist? | Data Science Tutorial...
Data Science For Beginners | Who Is A Data Scientist? | Data Science Tutorial...
 
Ppt on data science
Ppt on data science Ppt on data science
Ppt on data science
 
Data Science Introduction
Data Science IntroductionData Science Introduction
Data Science Introduction
 
data science
data sciencedata science
data science
 
introduction to data science
introduction to data scienceintroduction to data science
introduction to data science
 
Data science applications and usecases
Data science applications and usecasesData science applications and usecases
Data science applications and usecases
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
Introduction to-data-science
Introduction to-data-scienceIntroduction to-data-science
Introduction to-data-science
 
Introduction to data science.pptx
Introduction to data science.pptxIntroduction to data science.pptx
Introduction to data science.pptx
 
Data science | What is Data science
Data science | What is Data scienceData science | What is Data science
Data science | What is Data science
 
Data Science
Data ScienceData Science
Data Science
 
What Is Data Science? | Introduction to Data Science | Data Science For Begin...
What Is Data Science? | Introduction to Data Science | Data Science For Begin...What Is Data Science? | Introduction to Data Science | Data Science For Begin...
What Is Data Science? | Introduction to Data Science | Data Science For Begin...
 

Similar to Data science presentation 2nd CI day

1.-DE-LECTURE-1-INTRO-TO-DATA-ENGG.pptx
1.-DE-LECTURE-1-INTRO-TO-DATA-ENGG.pptx1.-DE-LECTURE-1-INTRO-TO-DATA-ENGG.pptx
1.-DE-LECTURE-1-INTRO-TO-DATA-ENGG.pptx
arpit206900
 
Who is a data scientist
Who is a data scientist  Who is a data scientist
Who is a data scientist
prateek kumar
 
Advanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationAdvanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data Virtualization
Denodo
 
Semantic Data Management
Semantic Data ManagementSemantic Data Management
Ch1IntroductiontoDataScience.pptx
Ch1IntroductiontoDataScience.pptxCh1IntroductiontoDataScience.pptx
Ch1IntroductiontoDataScience.pptx
AbderrahmanABID2
 
Analytic Transformation | 2013 Loras College Business Analytics Symposium
Analytic Transformation | 2013 Loras College Business Analytics SymposiumAnalytic Transformation | 2013 Loras College Business Analytics Symposium
Analytic Transformation | 2013 Loras College Business Analytics Symposium
Cartegraph
 
Big data ppt
Big data pptBig data ppt
Big data ppt
AKASH SIHAG
 
How to Prepare for a Career in Data Science
How to Prepare for a Career in Data ScienceHow to Prepare for a Career in Data Science
How to Prepare for a Career in Data Science
Juuso Parkkinen
 
L2 DS Tools and Application.pptx
L2 DS Tools and Application.pptxL2 DS Tools and Application.pptx
L2 DS Tools and Application.pptx
Shambhavi Vats
 
Advanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationAdvanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data Virtualization
Denodo
 
Luciano uvi hackfest.28.10.2020
Luciano uvi hackfest.28.10.2020Luciano uvi hackfest.28.10.2020
Luciano uvi hackfest.28.10.2020
Joanne Luciano
 
Data Science - An emerging Stream of Science with its Spreading Reach & Impact
Data Science - An emerging Stream of Science with its Spreading Reach & ImpactData Science - An emerging Stream of Science with its Spreading Reach & Impact
Data Science - An emerging Stream of Science with its Spreading Reach & Impact
Dr. Sunil Kr. Pandey
 
Big Data Analytics
Big Data AnalyticsBig Data Analytics
Big Data Analytics
JOSEPH FRANCIS
 
A New Paradigm on Analytic-Driven Information and Automation V2.pdf
A New Paradigm on Analytic-Driven Information and Automation V2.pdfA New Paradigm on Analytic-Driven Information and Automation V2.pdf
A New Paradigm on Analytic-Driven Information and Automation V2.pdf
ArmyTrilidiaDevegaSK
 
Sameer Kumar Das International Conference Paper 53
Sameer Kumar Das International Conference Paper 53Sameer Kumar Das International Conference Paper 53
Sameer Kumar Das International Conference Paper 53
Mr.Sameer Kumar Das
 
التنقيب في البيانات - Data Mining
التنقيب في البيانات -  Data Miningالتنقيب في البيانات -  Data Mining
التنقيب في البيانات - Data Mining
nabil_alsharafi
 
Eecs6893 big dataanalytics-lecture1
Eecs6893 big dataanalytics-lecture1Eecs6893 big dataanalytics-lecture1
Eecs6893 big dataanalytics-lecture1
Aravindharamanan S
 
Embracing data science
Embracing data scienceEmbracing data science
Embracing data science
Vipul Kalamkar
 
A Survey on Big Data Analytics: Challenges
A Survey on Big Data Analytics: ChallengesA Survey on Big Data Analytics: Challenges
A Survey on Big Data Analytics: Challenges
Dr. Amarjeet Singh
 
A study on web analytics with reference to select sports websites
A study on web analytics with reference to select sports websitesA study on web analytics with reference to select sports websites
A study on web analytics with reference to select sports websites
Bhanu Prakash
 

Similar to Data science presentation 2nd CI day (20)

1.-DE-LECTURE-1-INTRO-TO-DATA-ENGG.pptx
1.-DE-LECTURE-1-INTRO-TO-DATA-ENGG.pptx1.-DE-LECTURE-1-INTRO-TO-DATA-ENGG.pptx
1.-DE-LECTURE-1-INTRO-TO-DATA-ENGG.pptx
 
Who is a data scientist
Who is a data scientist  Who is a data scientist
Who is a data scientist
 
Advanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationAdvanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data Virtualization
 
Semantic Data Management
Semantic Data ManagementSemantic Data Management
Semantic Data Management
 
Ch1IntroductiontoDataScience.pptx
Ch1IntroductiontoDataScience.pptxCh1IntroductiontoDataScience.pptx
Ch1IntroductiontoDataScience.pptx
 
Analytic Transformation | 2013 Loras College Business Analytics Symposium
Analytic Transformation | 2013 Loras College Business Analytics SymposiumAnalytic Transformation | 2013 Loras College Business Analytics Symposium
Analytic Transformation | 2013 Loras College Business Analytics Symposium
 
Big data ppt
Big data pptBig data ppt
Big data ppt
 
How to Prepare for a Career in Data Science
How to Prepare for a Career in Data ScienceHow to Prepare for a Career in Data Science
How to Prepare for a Career in Data Science
 
L2 DS Tools and Application.pptx
L2 DS Tools and Application.pptxL2 DS Tools and Application.pptx
L2 DS Tools and Application.pptx
 
Advanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationAdvanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data Virtualization
 
Luciano uvi hackfest.28.10.2020
Luciano uvi hackfest.28.10.2020Luciano uvi hackfest.28.10.2020
Luciano uvi hackfest.28.10.2020
 
Data Science - An emerging Stream of Science with its Spreading Reach & Impact
Data Science - An emerging Stream of Science with its Spreading Reach & ImpactData Science - An emerging Stream of Science with its Spreading Reach & Impact
Data Science - An emerging Stream of Science with its Spreading Reach & Impact
 
Big Data Analytics
Big Data AnalyticsBig Data Analytics
Big Data Analytics
 
A New Paradigm on Analytic-Driven Information and Automation V2.pdf
A New Paradigm on Analytic-Driven Information and Automation V2.pdfA New Paradigm on Analytic-Driven Information and Automation V2.pdf
A New Paradigm on Analytic-Driven Information and Automation V2.pdf
 
Sameer Kumar Das International Conference Paper 53
Sameer Kumar Das International Conference Paper 53Sameer Kumar Das International Conference Paper 53
Sameer Kumar Das International Conference Paper 53
 
التنقيب في البيانات - Data Mining
التنقيب في البيانات -  Data Miningالتنقيب في البيانات -  Data Mining
التنقيب في البيانات - Data Mining
 
Eecs6893 big dataanalytics-lecture1
Eecs6893 big dataanalytics-lecture1Eecs6893 big dataanalytics-lecture1
Eecs6893 big dataanalytics-lecture1
 
Embracing data science
Embracing data scienceEmbracing data science
Embracing data science
 
A Survey on Big Data Analytics: Challenges
A Survey on Big Data Analytics: ChallengesA Survey on Big Data Analytics: Challenges
A Survey on Big Data Analytics: Challenges
 
A study on web analytics with reference to select sports websites
A study on web analytics with reference to select sports websitesA study on web analytics with reference to select sports websites
A study on web analytics with reference to select sports websites
 

Recently uploaded

potential usefulness of multi-agent maze-solving in general
potential usefulness of multi-agent maze-solving in generalpotential usefulness of multi-agent maze-solving in general
potential usefulness of multi-agent maze-solving in general
huseindihon
 
BDSM Girls Call Delhi 🎈🔥9711199171 🔥💋🎈 Provide Best And Top Girl Service And ...
BDSM Girls Call Delhi 🎈🔥9711199171 🔥💋🎈 Provide Best And Top Girl Service And ...BDSM Girls Call Delhi 🎈🔥9711199171 🔥💋🎈 Provide Best And Top Girl Service And ...
BDSM Girls Call Delhi 🎈🔥9711199171 🔥💋🎈 Provide Best And Top Girl Service And ...
fatima shekh$A17
 
potential development of the A* search algorithm specifically
potential development of the A* search algorithm specificallypotential development of the A* search algorithm specifically
potential development of the A* search algorithm specifically
huseindihon
 
DataScienceConcept_Kanchana_Weerasinghe.pptx
DataScienceConcept_Kanchana_Weerasinghe.pptxDataScienceConcept_Kanchana_Weerasinghe.pptx
DataScienceConcept_Kanchana_Weerasinghe.pptx
Kanchana Weerasinghe
 
Female Girls Call Noida 🎈🔥9873940964 🔥💋🎈 Provide Best And Top Girl Service An...
Female Girls Call Noida 🎈🔥9873940964 🔥💋🎈 Provide Best And Top Girl Service An...Female Girls Call Noida 🎈🔥9873940964 🔥💋🎈 Provide Best And Top Girl Service An...
Female Girls Call Noida 🎈🔥9873940964 🔥💋🎈 Provide Best And Top Girl Service An...
sheetal singh$A17
 
PyData Sofia May 2024 - Intro to Apache Arrow
PyData Sofia May 2024 - Intro to Apache ArrowPyData Sofia May 2024 - Intro to Apache Arrow
PyData Sofia May 2024 - Intro to Apache Arrow
Uwe Korn
 
Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...
Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...
Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...
norina2645
 
CMO MRM_May 2024 WITH BREAKDOWN AND IMPROVEMENTDATA.pdf
CMO MRM_May 2024 WITH BREAKDOWN AND IMPROVEMENTDATA.pdfCMO MRM_May 2024 WITH BREAKDOWN AND IMPROVEMENTDATA.pdf
CMO MRM_May 2024 WITH BREAKDOWN AND IMPROVEMENTDATA.pdf
IndranilDasgupta19
 
History and Application of LLM Leveraging Big Data
History and Application of LLM Leveraging Big DataHistory and Application of LLM Leveraging Big Data
History and Application of LLM Leveraging Big Data
Jongwook Woo
 
Oracle Database Desupported Features on 23ai (Part B)
Oracle Database Desupported Features on 23ai (Part B)Oracle Database Desupported Features on 23ai (Part B)
Oracle Database Desupported Features on 23ai (Part B)
Alireza Kamrani
 
Dataguard Switchover Best Practices using DGMGRL (Dataguard Broker Command Line)
Dataguard Switchover Best Practices using DGMGRL (Dataguard Broker Command Line)Dataguard Switchover Best Practices using DGMGRL (Dataguard Broker Command Line)
Dataguard Switchover Best Practices using DGMGRL (Dataguard Broker Command Line)
Alireza Kamrani
 
Experience, Excellence & Commitment are the characteristics that describe Fla...
Experience, Excellence & Commitment are the characteristics that describe Fla...Experience, Excellence & Commitment are the characteristics that describe Fla...
Experience, Excellence & Commitment are the characteristics that describe Fla...
kittycrispy617
 
Verified Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servic...
Verified Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servic...Verified Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servic...
Verified Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servic...
revolutionary575
 
VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...
VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...
VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...
sukaniyasunnu
 
Potential Uses of the Floyd-Warshall Algorithm as appropriate
Potential Uses of the Floyd-Warshall Algorithm as appropriatePotential Uses of the Floyd-Warshall Algorithm as appropriate
Potential Uses of the Floyd-Warshall Algorithm as appropriate
huseindihon
 
Female Girls Call Mumbai 9920725232 Unlimited Short Providing Girls Service A...
Female Girls Call Mumbai 9920725232 Unlimited Short Providing Girls Service A...Female Girls Call Mumbai 9920725232 Unlimited Short Providing Girls Service A...
Female Girls Call Mumbai 9920725232 Unlimited Short Providing Girls Service A...
45unexpected
 
VIP Kanpur Girls Call Kanpur 0X0000000X Doorstep High-Profile Girl Service Ca...
VIP Kanpur Girls Call Kanpur 0X0000000X Doorstep High-Profile Girl Service Ca...VIP Kanpur Girls Call Kanpur 0X0000000X Doorstep High-Profile Girl Service Ca...
VIP Kanpur Girls Call Kanpur 0X0000000X Doorstep High-Profile Girl Service Ca...
satpalsheravatmumbai
 
Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...
Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...
Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...
rightmanforbloodline
 
the potential of the development of the Ford–Fulkerson algorithm to solve the...
the potential of the development of the Ford–Fulkerson algorithm to solve the...the potential of the development of the Ford–Fulkerson algorithm to solve the...
the potential of the development of the Ford–Fulkerson algorithm to solve the...
huseindihon
 
Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...
Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...
Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...
revolutionary575
 

Recently uploaded (20)

potential usefulness of multi-agent maze-solving in general
potential usefulness of multi-agent maze-solving in generalpotential usefulness of multi-agent maze-solving in general
potential usefulness of multi-agent maze-solving in general
 
BDSM Girls Call Delhi 🎈🔥9711199171 🔥💋🎈 Provide Best And Top Girl Service And ...
BDSM Girls Call Delhi 🎈🔥9711199171 🔥💋🎈 Provide Best And Top Girl Service And ...BDSM Girls Call Delhi 🎈🔥9711199171 🔥💋🎈 Provide Best And Top Girl Service And ...
BDSM Girls Call Delhi 🎈🔥9711199171 🔥💋🎈 Provide Best And Top Girl Service And ...
 
potential development of the A* search algorithm specifically
potential development of the A* search algorithm specificallypotential development of the A* search algorithm specifically
potential development of the A* search algorithm specifically
 
DataScienceConcept_Kanchana_Weerasinghe.pptx
DataScienceConcept_Kanchana_Weerasinghe.pptxDataScienceConcept_Kanchana_Weerasinghe.pptx
DataScienceConcept_Kanchana_Weerasinghe.pptx
 
Female Girls Call Noida 🎈🔥9873940964 🔥💋🎈 Provide Best And Top Girl Service An...
Female Girls Call Noida 🎈🔥9873940964 🔥💋🎈 Provide Best And Top Girl Service An...Female Girls Call Noida 🎈🔥9873940964 🔥💋🎈 Provide Best And Top Girl Service An...
Female Girls Call Noida 🎈🔥9873940964 🔥💋🎈 Provide Best And Top Girl Service An...
 
PyData Sofia May 2024 - Intro to Apache Arrow
PyData Sofia May 2024 - Intro to Apache ArrowPyData Sofia May 2024 - Intro to Apache Arrow
PyData Sofia May 2024 - Intro to Apache Arrow
 
Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...
Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...
Mumbai Girls Call Mumbai 🛵🚡9910780858 💃 Choose Best And Top Girl Service And ...
 
CMO MRM_May 2024 WITH BREAKDOWN AND IMPROVEMENTDATA.pdf
CMO MRM_May 2024 WITH BREAKDOWN AND IMPROVEMENTDATA.pdfCMO MRM_May 2024 WITH BREAKDOWN AND IMPROVEMENTDATA.pdf
CMO MRM_May 2024 WITH BREAKDOWN AND IMPROVEMENTDATA.pdf
 
History and Application of LLM Leveraging Big Data
History and Application of LLM Leveraging Big DataHistory and Application of LLM Leveraging Big Data
History and Application of LLM Leveraging Big Data
 
Oracle Database Desupported Features on 23ai (Part B)
Oracle Database Desupported Features on 23ai (Part B)Oracle Database Desupported Features on 23ai (Part B)
Oracle Database Desupported Features on 23ai (Part B)
 
Dataguard Switchover Best Practices using DGMGRL (Dataguard Broker Command Line)
Dataguard Switchover Best Practices using DGMGRL (Dataguard Broker Command Line)Dataguard Switchover Best Practices using DGMGRL (Dataguard Broker Command Line)
Dataguard Switchover Best Practices using DGMGRL (Dataguard Broker Command Line)
 
Experience, Excellence & Commitment are the characteristics that describe Fla...
Experience, Excellence & Commitment are the characteristics that describe Fla...Experience, Excellence & Commitment are the characteristics that describe Fla...
Experience, Excellence & Commitment are the characteristics that describe Fla...
 
Verified Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servic...
Verified Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servic...Verified Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servic...
Verified Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servic...
 
VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...
VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...
VIP Kolkata Girls Call Kolkata 0X0000000X Doorstep High-Profile Girl Service ...
 
Potential Uses of the Floyd-Warshall Algorithm as appropriate
Potential Uses of the Floyd-Warshall Algorithm as appropriatePotential Uses of the Floyd-Warshall Algorithm as appropriate
Potential Uses of the Floyd-Warshall Algorithm as appropriate
 
Female Girls Call Mumbai 9920725232 Unlimited Short Providing Girls Service A...
Female Girls Call Mumbai 9920725232 Unlimited Short Providing Girls Service A...Female Girls Call Mumbai 9920725232 Unlimited Short Providing Girls Service A...
Female Girls Call Mumbai 9920725232 Unlimited Short Providing Girls Service A...
 
VIP Kanpur Girls Call Kanpur 0X0000000X Doorstep High-Profile Girl Service Ca...
VIP Kanpur Girls Call Kanpur 0X0000000X Doorstep High-Profile Girl Service Ca...VIP Kanpur Girls Call Kanpur 0X0000000X Doorstep High-Profile Girl Service Ca...
VIP Kanpur Girls Call Kanpur 0X0000000X Doorstep High-Profile Girl Service Ca...
 
Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...
Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...
Solution Manual for First Course in Abstract Algebra A, 8th Edition by John B...
 
the potential of the development of the Ford–Fulkerson algorithm to solve the...
the potential of the development of the Ford–Fulkerson algorithm to solve the...the potential of the development of the Ford–Fulkerson algorithm to solve the...
the potential of the development of the Ford–Fulkerson algorithm to solve the...
 
Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...
Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...
Celebrity Girls Call Andheri 9930245274 Unlimited Short Providing Girls Servi...
 

Data science presentation 2nd CI day

  • 1. CIJ is Sponsored By: Career of Future 10/13/2015 1
  • 2. About ME Mohammed K. Barakat • Industrial Engineer, The University of Jordan • Business Excellence Manager-FINE Hygienic Paper Company • Professional Engineer in Industrial Engineering (PE), (JCPQA-JEA) • Project Management Professional (PMP), (PMI) • Risk Management Professional (PMI-RMP), (PMI) • Certified Six Sigma Black Belt (CSSBB), (ASQ) • Certified Six Sigma Green Belt (CSSGB), (ASQ) • Microsoft Certified Technology Specialist (MCTS), (Microsoft) • Microsoft Certified Trainer (MCT), (Microsoft) mohammedbarakat MohdBarakat MohdKBarakat 10/13/2015 2
  • 3. Data Science: Career of the Future 10/13/2015 3 http://www.wired.com/insights/2014/06/tell-kids-data-scientists-doctors/ …Did you hear that? Data scientists earning more than doctors… …But salary is not the only reason… …data scientists will have a measurable impact on the future of healthcare.
  • 4. Why Data Science? 10/13/2015 4 http://www.economist.com/node/15579717 …the quantity of information in the world is soaring …150 exabytes (billion gigabytes) of data in 2005. This year, it will create 1,200 exabytes… …keeping up with this flood, and storing the bits that might be useful, is difficult enough… …Analyzing it, to spot patterns and extract useful information, is harder.. …Even so, the data deluge is already starting to transform business…
  • 5. Why “Data Scientist” is a hugely important profession in the next decade? 10/13/2015 5 “I keep saying that the sexy job in the next 10 years will be statisticians,” said Hal Varian, chief economist at Google. “And I’m not kidding.” https://www.youtube.com/watch?v=pi472Mi3VLw
  • 6. Why “Data Scientist” is a hugely important profession in the next decade? • …ability to take the data 10/13/2015 6 • …extract value from it • …understand the process • …visualize it • …Not only at the professional level • …communicate it • …Ubiquitous data…but • …Statisticians are just part of it • …Scarcity in ability to understand data and extract value from it • …Managers need to access and understand the data themselves • …No army behind the scenes to digest the information for you
  • 7. What is Data Science? 10/13/2015 7 “Data Science is the extraction of knowledge from large volumes of data that are structured or unstructured” often requires sorting through a great amount of information and writing algorithms to extract insights from this data.
  • 8. What is Big Data? 10/13/2015 8 Big Data is high volume, high velocity, and/or high variety information assets that require new forms of processing to enable enhanced decision making, insight discovery and process optimization." The 3V’s of Big Data: Volume: amount of data Velocity: speed of data in and out Variety: range of data type and sources
  • 9. The Data Science Process 10/13/2015 9
  • 10. The Data Scientist Toolbox 10/13/2015 10 R Software a software environment for statistical computing and graphics
  • 11. The Data Scientist Toolbox 10/13/2015 11 RStudio An open source software to make it easy for anyone to analyze data with R
  • 12. The Data Scientist Toolbox 10/13/2015 12 You’ve got to do a lot of coding!
  • 13. The Data Scientist Toolbox 10/13/2015 13 You’ve got to work out a lot of statistics!
  • 14. The Data Scientist Toolbox 10/13/2015 14 Github.com RPubs.com Share your results and code Publish your full report and build a personal Brand
  • 15. The Data Scientist Toolbox 10/13/2015 15 RPubs.com You’d be a Data Scientist… …..evidence-based results …..reproducible research
  • 16. The Data Science process explained 10/13/2015 16 STEP 1: Getting and Cleaning Data  Downloading files  Reading data  Raw vs. Tidy data  Merging data  Reshaping data  Summarizing data  Data ‘Housekeeping’
  • 17. The Data Science process explained 10/13/2015 17 STEP 2: Exploratory Data Analysis  understand data properties  find patterns in data  communicate results  It is made quickly  Many are made  The goal is for personal understanding
  • 18. The Data Science process explained 10/13/2015 18 STEP 3: Perform Statistical Inference “Statistical inference is the process of drawing formal conclusions from data”. Some techniques and concepts:  Sampling  Randomization  Hypothesis Testing  Confidence Intervals (uncertainty)  Experimental Design
  • 19. The Data Science process explained 10/13/2015 19 STEP 4: Perform Regression Modelling “a statistical process for estimating the relationships among variables”  understand how the value of the dependent variable changes when any one of the independent variables is varied.  widely used for prediction (next step)
  • 20. The Data Science process explained 10/13/2015 20 STEP 5: Perform Machine Learning “is a computer's way of learning from examples by using algorithms that take in data and improve themselves to predict on new data” Example: The spam filter working in the background to block your junk email.
  • 21. The Data Science process explained 10/13/2015 21 STEP 6: Make your research Reproducible “Make analytic data and code available so that others may reproduce findings” Why?! To provide scientific evidence of your findings. http://www.rpubs.com/mohammedkb/TransMPGAnalysis
  • 22. What it takes you to be a good Data Scientist 10/13/2015 22 Business skills Communications skills Analytical skills Computer science Statistics Creativity Scientific Mindset Passion & Perseverance
  • 23. What to do next? 10/13/2015 23  Start learning about Data Science  Go to the Massive Open Online Course (MOOC) o Coursera/Data Science o DataCamp