Resumo sobre os conceitos fundamentais da teoria da séries temporais.
https://medium.com/intuition/statistics-time-series-analysis-compilation-of-the-fundamental-concepts-7c3799953a0b
https://medium.com/intuition/statistics-time-series-analysis-compilation-of-the-fundamental-concepts-7c3799953a0b
Medium
Statistics: Time Series Analysis — Compilation of the fundamental concepts
Gentle introduction of time series analysis basics with visualization and detailed mathematical derivation
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Curso completo de redes neurais na Univesp:
https://www.youtube.com/playlist?list=PLxI8Can9yAHfB2om9dqhsrsjRAf-YJaro
https://www.youtube.com/playlist?list=PLxI8Can9yAHfB2om9dqhsrsjRAf-YJaro
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Curso de Processamento de Linguagem Natural na Univesp
https://www.youtube.com/playlist?list=PLxI8Can9yAHeLcxJwSQPrzhWTKoYqgXOL
https://www.youtube.com/playlist?list=PLxI8Can9yAHeLcxJwSQPrzhWTKoYqgXOL
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Curso de banco de dados na Univesp
https://www.youtube.com/playlist?list=PLxI8Can9yAHeHQr2McJ01e-ANyh3K0Lfq
https://www.youtube.com/playlist?list=PLxI8Can9yAHeHQr2McJ01e-ANyh3K0Lfq
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fraud-detection.pdf
1.2 MB
Arquivo interessante para quem trabalha com detecção de fraudes em cartões de crédito:
Feature engineering strategies for credit card fraud detection
Feature engineering strategies for credit card fraud detection
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Artigo interessante para quem trabalha com dados financeiros:
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4849578
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4849578
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Para quem trabalha com dados tabulares, essa biblioteca promete oferecer os melhores resultados:
https://github.com/PriorLabs/TabPFN
Artigo original
Accurate predictions on small data with a tabular foundation model
https://www.nature.com/articles/s41586-024-08328-6
https://github.com/PriorLabs/TabPFN
Artigo original
Accurate predictions on small data with a tabular foundation model
https://www.nature.com/articles/s41586-024-08328-6
GitHub
GitHub - PriorLabs/TabPFN: ⚡ TabPFN: Foundation Model for Tabular Data ⚡
⚡ TabPFN: Foundation Model for Tabular Data ⚡. Contribute to PriorLabs/TabPFN development by creating an account on GitHub.
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Jornada do cientista de dados é tema de evento da USP com transmissão ao vivo online
https://saocarlos.usp.br/jornada-do-cientista-de-dados-e-tema-de-evento-da-usp-com-transmissao-ao-vivo-online/
https://saocarlos.usp.br/jornada-do-cientista-de-dados-e-tema-de-evento-da-usp-com-transmissao-ao-vivo-online/
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Probabilistic Artificial Intelligence.pdf
5.4 MB
Livro em pdf: Probabilistic Artificial Intelligence
https://arxiv.org/abs/2502.05244
https://arxiv.org/abs/2502.05244
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The Principles of Deep Learning Theory.pdf
2.4 MB
The Principles of Deep Learning Theory
https://arxiv.org/abs/2106.10165
https://arxiv.org/abs/2106.10165
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Vídeo com audio em Português explicando os LLMs de forma bastante didática.
https://www.youtube.com/watch?v=LPZh9BOjkQs
https://www.youtube.com/watch?v=LPZh9BOjkQs
YouTube
Large Language Models explained briefly
A light intro to LLMs, chatbots, pretraining, and transformers.
Dig deeper here: https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
Technical details as a talk: https://youtu.be/KJtZARuO3JY
This was made for an exhibit at the Computer…
Dig deeper here: https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
Technical details as a talk: https://youtu.be/KJtZARuO3JY
This was made for an exhibit at the Computer…
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Gradient boosting machines, a tutorial.pdf
3.7 MB
Gradient boosting machines, a tutorial
https://www.frontiersin.org/journals/neurorobotics/articles/10.3389/fnbot.2013.00021/full
https://www.frontiersin.org/journals/neurorobotics/articles/10.3389/fnbot.2013.00021/full
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Evento presencial e online:
USP São Carlos sedia conferência internacional sobre aprendizado de máquina em grafos
https://saocarlos.usp.br/usp-sao-carlos-sedia-conferencia-internacional-sobre-aprendizado-de-maquina-em-grafos/
USP São Carlos sedia conferência internacional sobre aprendizado de máquina em grafos
https://saocarlos.usp.br/usp-sao-carlos-sedia-conferencia-internacional-sobre-aprendizado-de-maquina-em-grafos/
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MÉTODOS MATEMÁTICOS EM FINANÇAS.pdf
531.9 KB
Livro em pdf: UMA INTRODUÇÃO AOS MÉTODOS MATEMÁTICOS EM FINANÇAS
http://mtm.ufsc.br/~v.albani/ApostilaERMAC2019.pdf
http://mtm.ufsc.br/~v.albani/ApostilaERMAC2019.pdf
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Portal de livros abertos da USP. Há livros de estatística e inteligência artificial.
https://www.livrosabertos.abcd.usp.br/portaldelivrosUSP/catalog
https://www.livrosabertos.abcd.usp.br/portaldelivrosUSP/catalog
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