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data-science-roadmap's Introduction

Guia do Cientista de Dados da Galáxia

Algumas dicas sobre o que estudar para ser um cientista de dados hoje:

Recomendação Mínima

  • Python ou R
  • SQL
  • Jupyter Notebook
  • Estatística Descritiva
  • Cálculo
  • Álgebra linear

Recomendações gerais para grandes projetos

  • NoSQL
  • Scala
  • Spark
  • Estatística Bayesiana
  • Hive
  • Hadoop (O Spark está tomando o espaço do Hadoop)
  • Julia
  • Computação distribuída com AWS e Google Cloud

Vídeos

Carreira

Estudos

Livros

Iniciantes

Recomendados

  • An Introduction to Statistical Learning - [Robert Tibshirani, Trevor Hastie]
  • The Elements of Statistical Learning - [Trevor Hastie, Robert Tibshirani, Jerome H. Friedman]
  • Applied Predictive Modeling - [Max Kuhn, Kjell Johnson]

Cursos

DataScience Academy

Udemy

Udacity

Cousera

DataCamp

Dataquest.io

Datasets

Matérias interessantes

Grupos

Blogs/Journals

data-science-roadmap's People

Contributors

leportella avatar rougeth avatar llautert avatar lucasrcsantana avatar marcelotrevisani avatar silvablack avatar vinibar avatar

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