Matemática aplicada e estatística para análise de dados
Primeiro passo
Lembra o basicão da matemática?
- Logic
- Logic II
- Joy of Problem Solving
- Mathematical Fundamentals
- Number Theory
- Pre-Algebra
- Number Bases
- Infinity
- Algebra Fundamentals
- Algebra I
- Algebra II
- Complex Numbers
- Geometry Fundamentals
- Beautiful Geometry
- Geometry I
- Geometry II
- 3D Geometry
- Math History
- Probability Fundamentals
- Applied Probability
- Perplexing Probability
- Casino Probability
- Random Variables & Distributions
- Statistics Fundamentals
- Contest Math I
- Contest Math II
- Pre-Calculus
- Trigonometry Knowledge and Uncertainty
Esqueceu essas paradas todas? Esquenta não, curso grátis da Khan Academy:
https://www.khanacademy.org/math
Matemática Avançada
Calculus
- Calculus Fundamentals
- Integral Calculus
- Calculus in a Nutshell
- Multivariable Calculus
- Introduction to Linear Algebra
- Linear Algebra with Applications
- Vector Calculus
- Differential Equations I
- Differential Equations II
- Group Theory
- Math for Quantitative Finance
- Statistics I
Materiais e Cursos Gratuitos
Pré Calculus:
https://www.khanacademy.org/math/precalculus
Calculus 1:
https://www.khanacademy.org/math/calculus-1
Calculus 2:
https://www.khanacademy.org/math/calculus-2
Álgebra Linear:
https://www.khanacademy.org/math/linear-algebra
Estatística e probabilidade:
https://www.khanacademy.org/math/statistics-probability
Cursos do MIT
Calculus for Beginners and Artists:
http://www-math.mit.edu/~djk/calculus_beginners/
Brigham Young University
Fundamentos da Matemática Avançada e Matemática Computacional:
https://foundations-of-applied-mathematics.github.io/
Vídeos
Matematics for Machine Learning
Se você quer uma introdução rápida:
https://www.w3schools.com/python/python_ml_getting_started.asp
All the math you need in artificial intelligence
https://www.freecodecamp.org/news/all-the-math-you-need-in-artificial-intelligence/
Mathematics for Machine Learning
https://mml-book.github.io/ - Site
https://mml-book.github.io/book/mml-book.pdf - Livro
https://www.youtube.com/playlist?list=PLhaKPfXHFtO_Qzzxku7zoiSIsczpISFZI - Playlist com Notas e explicações
Termos a se pesquisar
Materiais e Cursos Pagos*
*Via de regra, deixam você assistir algumas aulas gratuitamente e sem cadastro para ver se te interessa.
Math for Data Science - Learning path - Real Python Statistics,
Correlation, Linear Regression, Logistic Regression
https://realpython.com/learning-paths/math-data-science/
Vídeos
Next step: Numpy.