introduction to data science by datalent team @data science clinic #9
TRANSCRIPT
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Introduction to Data Science
@Data Science Clinic #9
8-Mar-2017All Season Place
Dr. Sotarat Thammaboosadee@DatalentTeam
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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
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Introduce myself
• http://zotarat.com
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Datalent Team Fanpage
https://www.facebook.com/datalentteam/
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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)
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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
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Motivation: Why data science now?
http://datascienceth.com/why-data-science-now/
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Why Cloud Computing?
http://thumbsup.in.th/2014/12/cloud-computing-thailand-survey-by-imc/
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Big Data
http://www.ibmbigdatahub.com/infographic/four-vs-big-data
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Why Big Data?
https://www.pinterest.com/quadrillionpart/big-data-and-advanced-analytics/
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Internet of Things
http://www.cbronline.com/what-is/what-is-consumer-internet-of-things-4926794/
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Data Scientist’s
Skill
http://www.marketingdistillery.com/2014/08/30/data-science-skill-set-
explained/
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Data Scientist’s Skill
http://www.kdnuggets.com/2014/06/data-science-skills-business-problems.html
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Data Scientist’s Skill
http://www.kdnuggets.com/2016/09/new-data-science-venn-diagram.html
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Data Science Skills Comparison
https://www.datasciencetech.institute
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Data Scientist
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Data Analyst
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Big Data Architect
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Data Consultant
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Chief Data Officer
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Data Scientist Roadmap
https://whatsthebigdata.com/2013/07/12/visualising-the-road-to-becoming-a-data-scientist/
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Data Science Team
http://machinelearningmastery.com/data-science-skills-simple-method-can-use-evaluate-use-results-build-amazing-data-science-teams/
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Data Scientist Jobs in London
https://www.itjobswatch.co.uk/jobs/london/senior%20data%20scientist.do
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Data Science Process
https://www.class-central.com/report/best-intro-data-science-courses/
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Data Science Life Cycle
http://blog.revolutionanalytics.com/2016/10/the-team-data-science-process.html
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Relational Database and NoSQL Database
https://kvaes.wordpress.com/2015/01/21/database-variants-explained-sql-or-nosql-is-that-really-the-question/
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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
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Data Warehouse vs Data Lake
http://datawarehouse4u.info/
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https://www.digitalnewsasia.com/business/forget-data-warehousing-its-data-lakes-now
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http://www.kdnuggets.com/2015/09/data-lake-vs-data-warehouse-key-differences.html
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AI / Machine Learning / Data Mining
http://blogs.sas.com/content/subconsciousmusings/2014/08/22/looking-backwards-looking-forwards-sas-data-mining-and-machine-learning/
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http://www.kdnuggets.com/2016/10/battle-data-science-venn-diagrams.html/2
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Data Analytics Levels
https://datafloq.com/read/prescriptive-analytics-getting-ahead-of-the-curve/2202
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Data Mining Tasks
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Data Mining Tasks
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Data Visualization
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Courses
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Courses
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