house of data - tdc floripa
TRANSCRIPT
![Page 1: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/1.jpg)
DATA
ciência de dados para desenvolvedores
![Page 2: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/2.jpg)
Ana Paula Gomes
- Fã do Netflix - Interessada em ciência de dados (óbvio) - Mestranda em Ciência da Computação - Desenvolvedora na ThoughtWorks
![Page 3: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/3.jpg)
“Democracy is so overrated.”
![Page 4: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/4.jpg)
![Page 5: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/5.jpg)
![Page 6: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/6.jpg)
![Page 7: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/7.jpg)
“Data science is all about transforming data into business
value using math and algorithms.” Forbes
![Page 8: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/8.jpg)
![Page 9: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/9.jpg)
o que você precisa fazer
![Page 10: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/10.jpg)
o processo
• coleta de dados
• preparação
• descoberta
• visualização
![Page 11: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/11.jpg)
coleta de dados
![Page 12: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/12.jpg)
coletar dados_
• APIs
• Crawlers
• Apps
• Arquivos (?)
![Page 13: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/13.jpg)
APIs
Requests
![Page 14: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/14.jpg)
crawler
PyQuery
![Page 15: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/15.jpg)
apps
![Page 16: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/16.jpg)
arquivos
![Page 17: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/17.jpg)
preparação
![Page 18: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/18.jpg)
preparando dados
• Remoção de ruídos
• Cruzamento de informações
• Manipulação dos dados
![Page 19: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/19.jpg)
preparando dados
Pandas
![Page 21: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/21.jpg)
descoberta
![Page 22: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/22.jpg)
Qual a pergunta você quer responder?
![Page 23: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/23.jpg)
descobrindo informações
• Aprendizado de Máquina
• Grafos
![Page 26: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/26.jpg)
visualização
![Page 27: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/27.jpg)
visualizando dados
Precisa ser apresentável e entendível para o seu cliente
![Page 28: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/28.jpg)
visualizando dados
D3js
![Page 29: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/29.jpg)
visualizando dados
Matplotlib
![Page 30: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/30.jpg)
e agora?
![Page 31: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/31.jpg)
por onde começar?
• leia bastante!
• escolha um projeto que te interesse
• pratique!
![Page 32: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/32.jpg)
você pode escolher
• mitchcrowe.com/learn-data-science-the-hard-way
• coursera.org
• udacity.com
• guidetodatamining.com
• pt.khanacademy.org
• kaggle.com
![Page 33: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/33.jpg)
obrigada!@anapaulagomess
![Page 34: House of data - TDC Floripa](https://reader031.vdocuments.us/reader031/viewer/2022021814/58f0fc591a28ab3e4a8b46a1/html5/thumbnails/34.jpg)
créditos• Netflix ;)
• http://www.cinemadetalhado.com.br/wp-content/uploads/House-of-Cards-2015-TV-Series-Season-3-Poster-Wallpaper.jpg
• http://www.forbes.com/sites/sap/2014/01/21/data-scientist-sexiest-job-of-the-century/
• http://vignette3.wikia.nocookie.net/house-of-cards/images/d/d8/House-of-cards-season-2-4.jpg/revision/latest?cb=20140128232625
• https://nypdecider.files.wordpress.com/2015/02/16-6.png
• https://nypdecider.files.wordpress.com/2015/02/25-1.png
• http://vignette2.wikia.nocookie.net/house-of-cards/images/e/e5/House-of-cards-season-2-3.jpg/revision/latest?cb=20140128232625
• https://aoquadrado.catracalivre.com.br/wp-content/uploads/sites/4/2015/09/infografico-netflix-vicio.jpg
• http://battymamzelle.blogspot.com.br/2014_02_01_archive.html
• http://blogs.telegraph.co.uk/news/files/2014/02/fu-460x288.jpg
• http://convergecom.com.br/wp-content/uploads/2015/09/house-of-cards-netflix.jpg