introduction to data science by datalent team @data science clinic #9
TRANSCRIPT
Introduction to Data Science
@Data Science Clinic #9
8-Mar-2017All Season Place
Dr. Sotarat Thammaboosadee@DatalentTeam
Agenda• What is Data Science?• Motivation• Data Scientist’s Skill• Data Science Process• Relational Database vs NoSQL Database• Data Warehouse vs Data Lake• AI / Machine Learning / Data Mining• Data Visualization• Courses
Introduce myself
• http://zotarat.com
Datalent Team Fanpage
https://www.facebook.com/datalentteam/
What is Data Science?• Data Science
– is the study of the generalizable extraction of knowledge from data (Wikipedia)
– is getting predictive and/or actionable insight from data (Neil Raden)
– Involves extracting, creating, and processing data to run it into business value (Vincent Granville)
What’s new?• Data science is not new, Data science is just modernizing
existing reporting solution, analytics solution, data warehousing solution, business intelligence solution, and even data management solution. (Jothi Periasamy)
• So, Data science is…– New thinking– New ideas– New data source– New data structure– New data architecture– New data processing mechanism– New innovation on data– New way of solving problems
Motivation: Why data science now?
http://datascienceth.com/why-data-science-now/
Why Cloud Computing?
http://thumbsup.in.th/2014/12/cloud-computing-thailand-survey-by-imc/
Big Data
http://www.ibmbigdatahub.com/infographic/four-vs-big-data
Why Big Data?
https://www.pinterest.com/quadrillionpart/big-data-and-advanced-analytics/
Internet of Things
http://www.cbronline.com/what-is/what-is-consumer-internet-of-things-4926794/
Data Scientist’s
Skill
http://www.marketingdistillery.com/2014/08/30/data-science-skill-set-
explained/
Data Scientist’s Skill
http://www.kdnuggets.com/2014/06/data-science-skills-business-problems.html
Data Scientist’s Skill
http://www.kdnuggets.com/2016/09/new-data-science-venn-diagram.html
Data Science Skills Comparison
https://www.datasciencetech.institute
Data Scientist
Data Analyst
Big Data Architect
Data Consultant
Chief Data Officer
Data Scientist Roadmap
https://whatsthebigdata.com/2013/07/12/visualising-the-road-to-becoming-a-data-scientist/
Data Science Team
http://machinelearningmastery.com/data-science-skills-simple-method-can-use-evaluate-use-results-build-amazing-data-science-teams/
Data Scientist Jobs in London
https://www.itjobswatch.co.uk/jobs/london/senior%20data%20scientist.do
Data Science Process
https://www.class-central.com/report/best-intro-data-science-courses/
Data Science Life Cycle
http://blog.revolutionanalytics.com/2016/10/the-team-data-science-process.html
Relational Database and NoSQL Database
https://kvaes.wordpress.com/2015/01/21/database-variants-explained-sql-or-nosql-is-that-really-the-question/
NewSQL?
http://www.scoop.it/t/nosql-db-enterprise/p/2858952177/2012/10/02/nosql-newsql-and-beyond-the-answer-to-sprained-relational-databases-too-much-
information
Data Warehouse vs Data Lake
http://datawarehouse4u.info/
https://www.digitalnewsasia.com/business/forget-data-warehousing-its-data-lakes-now
http://www.kdnuggets.com/2015/09/data-lake-vs-data-warehouse-key-differences.html
AI / Machine Learning / Data Mining
http://blogs.sas.com/content/subconsciousmusings/2014/08/22/looking-backwards-looking-forwards-sas-data-mining-and-machine-learning/
http://www.kdnuggets.com/2016/10/battle-data-science-venn-diagrams.html/2
Data Analytics Levels
https://datafloq.com/read/prescriptive-analytics-getting-ahead-of-the-curve/2202
Data Mining Tasks
Data Mining Tasks
Data Visualization
Courses
Courses
ดร. โษฑศ์รตัต ธรรมบุษดี (โอม)[email protected]
Line: @zotaruttoFB: Datalent Team