Referências

Abaixo estão alguns links úteis para quem tem curiosidade em Bioinformática e Ciência de Dados.

Visualização de Dados

• From Data to Viz.
• Vega and d3
• Color Scale for diff viz type
• Data Vis with R - Book

Ciência de Dados, Estatística e Aprendizado de Máquina

• Cool book on DS
• Stats for Biologists
• Basic DS
• Basic Stats and data analysis for biologists
• Statistical Inference via Data Science
• The amazing book from Susan Holmes
• A guide to ML - in Portuguese
• A guide to Machine Learning & Bioinformatics
• Survival Analysis - I
• Survival Analysis - II
• Survival - Thomase Love’s tutorial
• TSA - Time Series Analysis
• GLM - Generalized Linear Models
• GLM - Generalized Linear Models - In Portuguese
  • Do Prof. Gilberto de Paula.
• GLM: The paper from Nelder
• GLMM: Statistical inference in generalized linear mixed models: a review
• How to use GLMM in biology (paper) - Generalized linear mixed models: a practical guide for ecology and evolution
• GAMs
• GAMLSS
• Intro to Deep Learning - Video
• Deep Learning - Book
• ML with graphs
• ML with graphs II
• Graph Representation Learning
• GNN
• Tutorials for G(C)NNs
• TensorFlow tutorial

Bioinformática

• Awesome Bioinf - A guide to almost everything in Bioinf

Análise de Dados de Sequenciamento de Exoma Completo

• Lucia Spangenberg’s WES tutorial
• Hugo Naya’s WES/pop. genomics tutorial

Sequenciamento de Nova Geração

• A Gentle Intro to NGS
• Another intro for NGS
• And… another
• RNAseq Workflow
• Diff Expression
  • Tutorial apresentado no PEB2020
• Michael Love Tutorials
  • Muito bom.

R

Tidy*

• Learn Tidyverse
• Model with Tidy
• R4DS

Markdown

• Is it your first time using markdown? Check this short tutorial
• Improve the Rmd skills
• Bookdown
• Making your md pretty using Distill

Shiny

• Mastering Shiny