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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Channel Posts
Inscrições abertas! Para concorrer às bolsas, as inscrições vão até 30 de setembro.
🚨 𝐂𝐮𝐫𝐬𝐨 𝐨𝐧𝐥𝐢𝐧𝐞: 𝐏𝐫𝐨𝐛𝐚𝐛𝐢𝐥𝐢𝐝𝐚𝐝𝐞 𝐞 𝐄𝐬𝐭𝐚𝐭𝐢́𝐬𝐭𝐢𝐜𝐚: 𝐓𝐞𝐨𝐫𝐢𝐚, 𝐒𝐢𝐦𝐮𝐥𝐚𝐜̧𝐚̃𝐨 𝐞 𝐃𝐚𝐝𝐨𝐬
https://probest.icmc.usp.br
| 2 | Neural Networks: A Review from a Statistical Perspective | 908 |
| 3 | 📚Nosso curso de Probabilidade e Estatística está com inscrições abertas:
https://probest.icmc.usp.br/ | 1 022 |
| 4 |  Foundations of Machine learning - Lecture Notes
https://www.dropbox.com/scl/fi/sw0kpasl1wp79ga4z87pf/Foundations-of-Machine-Learning-Lecture-Notes.pdf?rlkey=levthc3e8rn1rzk02dyzuosbd&e=7&dl=0 | 1 212 |
| 5 |  The Matrix Calculus You Need For Deep Learning
https://arxiv.org/pdf/1802.01528 | 1 209 |
| 6 |  Curso completo: "Machine Learning & Causal Inference: A Short Course"
https://www.youtube.com/playlist?list=PLxq_lXOUlvQAoWZEqhRqHNezS30lI49G- | 1 615 |
| 7 |  Material excelente online:
https://duchesnay.github.io/pystatsml/index.html# | 1 492 |
| 8 |  Livro online:
https://jakevdp.github.io/PythonDataScienceHandbook/ | 1 686 |
| 9 |  https://mirtitles.org/2013/10/24/problems-in-linear-algebra-proskuryakov/ | 1 663 |
| 10 |  Livro em pdf:
https://faculty.washington.edu/sbrunton/OptimizationBootcamp.pdf | 1 614 |
| 11 | Bases de dados médicos disponíveis online: MedMNIST
https://medmnist.com/ | 1 485 |
| 12 | Cursos para quem usa Claude:
Anthropic courses
https://anthropic.skilljar.com/ | 1 486 |
| 13 | Playlist com o curso completo de Aprendizado de Máquina da Univ. de Stanford:
https://www.youtube.com/watch?https://www.youtube.com/playlist?list=PLaqpC4kq8Gpw | 1 773 |
| 14 | Biblioteca para fazer gráficos no Python:
https://github.com/garrettj403/SciencePlots | 1 696 |
| 15 | Curso completo da Universidade de Stanford no Youtube: Transformers & LLMs
https://www.youtube.com/watch?v=Ub3GoFaUcds&list=PLoROMvodv4rOCXd21gf0CF4xr35yINeOy | 1 924 |
| 16 | Curso completo no YouTube: Probabilistic ML
https://www.youtube.com/watch?v=qg7V43qhOUE&list=PL05umP7R6ij0hPfU7Yuz8J9WXjlb3MFjm | 1 594 |
| 17 | Base de dados públicos muito completa:
https://github.com/awesomedata/awesome-public-datasets | 1 801 |
| 18 | Livro em pdf: The Little Book of Generative AI Foundations: An Intuitive Mathematical Primer | 1 553 |
| 19 |  Reportagem sobre meu livro no Jornal da USP:
https://jornal.usp.br/ciencias/para-entender-estatistica-e-probabilidade-do-basico-a-construcao-das-inteligencias-artificiais/ | 1 614 |
| 20 |  Livro disponível em pdf:
Mathematics of Data Science
https://arxiv.org/abs/2607.11938 | 1 863 |
