Ciência de Dados Complexos
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Canal sobre Ciência de Dados e IA, onde divulgamos livros, tutoriais, cursos, palestras e muito mais. Tudo gratuito. Gerenciado pelo prof. Francisco Rodrigues (USP). Aulas online sobre Estatística e CD no Youtube: https://youtube.com/franciscorodrigues
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-124 soatlar
+127 kunlar
+1530 kunlar
Postlar arxiv
Curso grátis na Google: Introduction to Generative AI Learning Path
https://www.cloudskillsboost.google/journeys/118
Curso online: Introduction to Data-Centric AI, MIT
https://www.youtube.com/playlist?list=PLnSYPjg2dHQKdig0vVbN-ZnEU0yNJ1mo5
Excelente guia sobre visualização de dados:
Best Practices for Data Visualisation
15 Online Courses at Harvard University
1. Introduction to Computer Science
https://www.edx.org/learn/computer-science/harvard-university-cs50-s-introduction-to-computer-science
2. Introduction to Game Development
https://www.edx.org/learn/game-development/harvard-university-cs50-s-introduction-to-game-development
3. Introduction to Programming with Scratch
https://www.edx.org/learn/scratch-programming/harvard-university-cs50-s-introduction-to-programming-with-scratch
4. Web Programming with Python and JavaScript
https://www.edx.org/learn/web-development/harvard-university-cs50-s-web-programming-with-python-and-javascript
5. Computer Science for Business Professionals
https://www.edx.org/learn/computer-science/harvard-university-cs50-s-computer-science-for-business-professionals
6. CS50 for Lawyers
https://www.edx.org/learn/computer-science/harvard-university-cs50-s-computer-science-for-lawyers
7. Introduction to Artificial Intelligence with Python
https://pll.harvard.edu/course/cs50s-introduction-artificial-intelligence-python/2023-05
8. Introduction to Programming with Python
https://www.edx.org/learn/python/harvard-university-cs50-s-introduction-to-programming-with-python
9. Data Science: Machine Learning
https://www.edx.org/learn/machine-learning/harvard-university-data-science-machine-learning
10. Data Science: Productivity Tools
https://www.edx.org/learn/data-science/harvard-university-data-science-productivity-tools
11. Understanding Technology
https://pll.harvard.edu/course/cs50s-understanding-technology-0
12. Mobile App Development with React Native
https://pll.harvard.edu/course/cs50s-mobile-app-development-react-native
13. Introduction to Data Science with Python
https://pll.harvard.edu/course/introduction-data-science-python
14. Artificial Intelligence in Business: Creating Value with Machine Learning.
https://pll.harvard.edu/course/artificial-intelligence-business-creating-value-machine-learning
15. Fundamentals of TinyML
https://pll.harvard.edu/course/fundamentals-tinyml
Ten Years of Generative Adversarial Nets (GANs): A survey of the state-of-the-art
https://arxiv.org/abs/2308.16316
Biblioteca importante quando uma série temporal tem ruídos e outliers: https://github.com/cerlymarco/tsmoothie
Biblioteca interessante para visualização de dados em Python:
https://bokeh.org/
Livro em pdf sobre modelos de regressão:
Regression and Other Stories
https://users.aalto.fi/~ave/ROS.pdf
Livro clássico sobre Aprendizado por Reforço:
https://www.andrew.cmu.edu/course/10-703/textbook/BartoSutton.pdf
Minicurso gratuito no IFT em São Paulo: Minicourse on Lattice models and applications to biological problems
https://www.ictp-saifr.org/lmabp/
🚨Livro gratuito em pdf: DataScience and MachineLearning: Mathematical and Statistical Methods
https://t.co/UrIhOcMScv
Relação entre os modelos probabilísticos:
https://en.wikipedia.org/wiki/Relationships_among_probability_distributions
Novo curso de PLN na Universidade de Stanford:
https://www.youtube.com/playlist?list=PLoROMvodv4rOwvldxftJTmoR3kRcWkJBp
Livros gratuitos para quem usa R:
1. R for Data Science: https://r4ds.had.co.nz/
2. R Packages: https://r-pkgs.org/
3. Hands-On Programming with R: https://lnkd.in/gwD7qVgN
4. R Graphics Cookbook: https://r-graphics.org/
5. Efficient R programming: https://lnkd.in/gBZaQXX8
6. Fundamentals of Data Visualization: https://lnkd.in/gaanuaxJ
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