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December 26, 2018 10:57
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Lista de estudos para a área de Data Science.por Sérgio Giraldo(PagSeguro)
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| # Probabilidade | |
| * [INICIANTE] KhanAcademy - https://www.khanacademy.org/math/statistics-probability | |
| * [INTERMEDIÁRIO] Videoaulas - MIT - https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-041-probabilistic-systems-analysis-and-applied-probability-fall-2010/video-lectures/ | |
| * [INTERMEDIÁRIO] Livro - Probabilidade - Sheldon Ross - http://download.library1.org/main/210000/413502a3902ad6f4a891b7644b563ae8/Sheldon%20Ross-A%20First%20Course%20in%20Probability-Prentice%20Hall%20PTR%20%281997%29.pdf | |
| # Estatística | |
| * [INICIANTE] Videoaulas - https://www.youtube.com/watch?v=8X2xfwBP4uo&list=PLRUSZBUQY2FnkBLgUPAGUK-FZbK0h0VTz | |
| * [INTERMEDIÁRIO] Livro - Statistical Inference - Casella - https://fsalamri.files.wordpress.com/2015/02/casella_berger_statistical_inference1.pdf | |
| * [INICIANTE] Livro - Estatística básica - Bussab - https://archive.org/details/BUSSABEMORETTINEstatsticaBBsica6aEdidio1 | |
| # Álgebra linear | |
| * [INTERMEDIÁRIO] Videoaulas - MIT - https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/video-lectures/ | |
| * [INTERMEDIÁRIO] Livro - Álgebra Linear - Boldrini - http://mtm.ufsc.br/~muniz/mtm5512/refs/Algebra_Linear_Boldrini.pdf | |
| * [AVANÇADO] Livro - Álgebra Linear - Elon - http://www.famaf.proed.unc.edu.ar/pluginfile.php/31446/mod_resource/content/1/%5BElon_Lages_Lima%5D_IMPA_Algebra_Linear.pdf | |
| # Cálculo | |
| * [INICIANTE] Videoaulas - 3Blue1Brown - https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr | |
| * [INICIANTE] Livro - Cálculo - Stewart - http://download.library1.org/main/1336000/44bc694a55ad3767a23a5e71c3aea6e1/%28Em%20Portugues%20do%20Brasil%29%20James%20Stewart-Calculo%20Vol.%20I-Cengage%20%282010%29.pdf | |
| * [INTERMEDIÁRIO] Livro - Cálculo Vol. I - Guidorizzi - http://download.library1.org/main/829000/27782d84815c37b0448c6c9340aae879/Hamilton%20Luiz%20Guidorizzi-Um%20Curso%20de%20C%C3%A1lculo%20-%20vol.1%20%282001%29.pdf | |
| # Python | |
| * [INICIANTE] Videoaulas - Jupyter - https://www.youtube.com/watch?v=HW29067qVWk | |
| * [INTERMEDIÁRIO] Videoaulas - https://www.youtube.com/watch?v=T5pRlIbr6gg&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU | |
| * [INICIANTE] Livro - http://histo.ucsf.edu/BMS270/diveintopython3-r802.pdf | |
| # Análise de dados | |
| * [INICIANTE] edX - https://www.edx.org/course/analytics-storytelling-impact-1 | |
| * [INICIANTE] Videoaulas - https://www.safaribooksonline.com/videos/using-storytelling-to/9781771373616 | |
| # Machine learning | |
| * [INTERMEDIÁRIO] Coursera - Machine Learning - https://pt.coursera.org/learn/machine-learning | |
| * [INTERMEDIÁRIO] Livro - Introduction to Statistical Learning - https://www-bcf.usc.edu/~gareth/ISL/ISLR%20Seventh%20Printing.pdf | |
| * [INTERMEDIÁRIO] Livro - Learning from Data: A Short Course - http://amlbook.com/ | |
| # Deep Learning | |
| * [INICIANTE] Videoaula - https://www.youtube.com/watch?v=KIvB5LFbA0w | |
| * [AVANÇADO] Coursera - Deep Learning Specialization - https://www.deeplearning.ai/deep-learning-specialization/ |
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