development, use cases, and prospect intro to data science · 5/26/2018 · chatdanai lumdee...
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Chatdanai Lumdee (Tua/ตั้ว)Data scientist at Kasikorn Labs, Kasikorn Business-Technology Group
(and a physicist -- optics, nanotechnology)
May 26, 2018Thammasat University
Intro to data scienceDevelopment, use cases, and prospect
Intro to data scienceDevelopment, use cases, and prospect
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5https://thematter.co/pulse/lottery/34916
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7https://www.optimizely.com/optimization-glossary/ab-testing/
8http://rpsychologist.com/d3/NHST/
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10Reported in 2012
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Beginning (~1996) Now
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CodingDatabaseInfrastructure
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https://www.datameer.com/product/industries-use-cases/https://datafloq.com/read/8-industries-benefit-big-data-infographic/402https://www.simplilearn.com/big-data-applications-in-industries-article
Finance Retail Health Media
Sports Logistics Education Government
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18https://blog.walmart.com/innovation/20170807/5-ways-walmart-uses-big-data-to-help-customers
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27https://datafloq.com/read/big-data-will-revolutionize-learning/206
28https://www.reuters.com/article/us-india-technology-development/poor-nations-need-help-to-use-big-data-to-tackle-disease-poverty-expert-idUSKBN19V0UO
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30https://medium.com/@chatdanailumdee/open-data-science-thailand-peeking-on-government-spending-f07d7fc1b4d8
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Intro to data scienceDevelopment, use cases, and prospect
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Intro to data scienceDevelopment, use cases, and prospect
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39https://www.voanews.com/a/tesla-model-3-assembly-line-strategy/3823841.html
40https://www.scientificamerican.com/article/20-years-after-deep-blue-how-ai-has-advanced-since-conquering-chess/
41https://www.engadget.com/2017/05/25/google-alphago-ai-deepmind-ke-jie-go-win/
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49https://blog.lawgeex.com/ai-more-accurate-than-lawyers/
50https://www.forbes.com/sites/bernardmarr/2016/04/05/why-everyone-must-get-ready-for-4th-industrial-revolution/
51https://www.kdnuggets.com/2017/01/generative-adversarial-networks-hot-topic-machine-learning.html
52https://medium.com/@devnag/generative-adversarial-networks-gans-in-50-lines-of-code-pytorch-e81b79659e3f
53https://hothardware.com/news/nvidia-neural-network-generates-photorealistic-faces-disturbing-results
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56https://youtu.be/SELVa0jsGkE
57http://www.parorobots.com/
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https://www.youtube.com/watch?v=7Pq-S557XQU
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65Find me @ https://clumdee.github.io/
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Data collection
Exploratory data analysis
Data cleansing + Feature engineering
Model building
Validation and prediction
Data science workflow