Ciência de dados é uma área fundamental para entendermos as doenças. Essa perspectiva é bastante interessante:
https://bigthink.com/the-well/the-cure-for-everything/
https://bigthink.com/the-well/the-cure-for-everything/
Big Think
What if we could predict—and cure—all diseases?
This network scientist is creating a map of the human genome, and it could revolutionize the future of healthcare.
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Fascinante discussão sobre a importância das redes complexas para entendermos o nosso mundo, com o uso de dados:
https://bigthink.com/the-well/decoding-our-world-graph-theory-networks/
https://bigthink.com/the-well/decoding-our-world-graph-theory-networks/
Big Think
The invisible math that controls the world
This network physicist is mapping the world's most significant data to create the most beautiful visualizations of information we have ever seen.
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🚨Material avançado: Para quem tem interesse em inferência causal, essa é uma ótima revisão:
Discovering Causal Relations and Equations from Data
https://arxiv.org/abs/2305.13341
Discovering Causal Relations and Equations from Data
https://arxiv.org/abs/2305.13341
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Curso completo de Deep Learning no Youtube:
https://www.youtube.com/playlist?list=PL_iWQOsE6TfVmKkQHucjPAoRtIJYt8a5A
https://www.youtube.com/playlist?list=PL_iWQOsE6TfVmKkQHucjPAoRtIJYt8a5A
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Cursos de matemática nas melhores universidades do mundo:
https://www.freecodecamp.org/news/math-online-courses-from-worlds-top-universities/
https://www.freecodecamp.org/news/math-online-courses-from-worlds-top-universities/
freeCodeCamp.org
120 Free Online Math Courses from the World’s Top Universities
In this article, we’ve compiled over 300 online courses offered by the 60 best universities in the world for studying math. We did so by combining popular university rankings to identify the best inst
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Curso de Aprendizado de Máquina na Universidade de Cornell (EUA):
Applied Machine Learning (Cornell Tech CS 5787, Fall 2020)
https://www.youtube.com/playlist?list=PL2UML_KCiC0UlY7iCQDSiGDMovaupqc83
Applied Machine Learning (Cornell Tech CS 5787, Fall 2020)
https://www.youtube.com/playlist?list=PL2UML_KCiC0UlY7iCQDSiGDMovaupqc83
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Excelente livro de matemática em pdf:
Everything You Always Wanted To Know About Mathematics*
(*But didn’t even know to ask)
A Guided Journey Into the World of Abstract Mathematics and the Writing of Proofs
https://t.co/Ra2EtO3ET9
Everything You Always Wanted To Know About Mathematics*
(*But didn’t even know to ask)
A Guided Journey Into the World of Abstract Mathematics and the Writing of Proofs
https://t.co/Ra2EtO3ET9
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Curso online de séries temporais:
https://www.youtube.com/playlist?list=PLDD7yyOAeWWc-CBJuXcF6WRa2dhLwiHC0
https://www.youtube.com/playlist?list=PLDD7yyOAeWWc-CBJuXcF6WRa2dhLwiHC0
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Cursos de aprendizado de máquina. Alguns são gratuitos:
https://www.mltut.com/best-free-online-courses-for-machine-learning-and-ai/
https://www.mltut.com/best-free-online-courses-for-machine-learning-and-ai/
MLTut
90 Completely FREE Machine Learning & Artificial Intelligence Online Courses
Are you looking for the Best Free Online Courses for Machine Learning & Artificial Intelligence? If yes, then this article will definitely help you and provide the 90 best free online courses for machine learning & artificial intelligence from various platforms.
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Curso gratuito disponível online:
Estatística para Análise de Dados na Administração Pública
https://www.escolavirtual.gov.br/curso/930
Estatística para Análise de Dados na Administração Pública
https://www.escolavirtual.gov.br/curso/930
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Advanced Machine Learning (lecture series)
https://www.youtube.com/playlist?list=PLemsnf33Vij4-kv-JTjDthaGUYUnQbbws
https://www.youtube.com/playlist?list=PLemsnf33Vij4-kv-JTjDthaGUYUnQbbws
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Ótima introdução ao aprendizado online:
A Modern Introduction to Online Learning
https://arxiv.org/abs/1912.13213
A Modern Introduction to Online Learning
https://arxiv.org/abs/1912.13213
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Material sobre um curso de inferência causal, publicado ontem:
A First Course in Causal Inference
https://arxiv.org/abs/2305.18793
A First Course in Causal Inference
https://arxiv.org/abs/2305.18793
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Material sobre técnicas de otimização em aprendizado de máquina. O curso apresenta diversos notebooks em Python para treinar os conceitos.
https://github.com/epfml/OptML_course
https://github.com/epfml/OptML_course
GitHub
GitHub - epfml/OptML_course: EPFL Course - Optimization for Machine Learning - CS-439
EPFL Course - Optimization for Machine Learning - CS-439 - epfml/OptML_course
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Redes neurais para NLP. Curso completo na Carnegie Mellon University:
https://www.youtube.com/playlist?list=PL8PYTP1V4I8AkaHEJ7lOOrlex-pcxS-XV
https://www.youtube.com/playlist?list=PL8PYTP1V4I8AkaHEJ7lOOrlex-pcxS-XV
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Curso completo de estatística na Universidade de Harvard. Ótima oportunidade para ver como são as aulas numa das principais universidade do mundo e, ao mesmo tempo, aprender estatística:
Statistics 110: Probability
https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6ht66KWxbzTIo
Statistics 110: Probability
https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6ht66KWxbzTIo
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Elaborar gráficos pode ser uma dificuldade para os iniciantes em ciência de dados. Essa lista de possibilidades é uma ótima opção para ajudar nessa elaboração:
https://www.python-graph-gallery.com/
https://www.python-graph-gallery.com/
The Python Graph Gallery
Python Graph Gallery
The Python Graph Gallery displays hundreds of charts made with Python, always with explanation and reproduciible code
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Embora essas dicas sejam para alunos de pós-graduação, elas podem ajudar quem trabalha com Ciência de Dados, pois é importante apresentar os resultados e compartilhar ideias com um audiência especializada.
Ten Simple Rules for Making Good Oral Presentations
https://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.0030077
Ten Simple Rules for Making Good Oral Presentations
https://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.0030077
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