Links and useful tutorials
(Updated: Feb 16th, 2021)
DataViz
- From Data to Viz.
- Shows the most correct way to DataViz
- Has examples in R and d3. <3
- Vega and d3
Data Science & Stats
- Cool book on DS
- Not deep, and much more on the application side, instead on the theory.
- Stats for Biologists
- Quite useful for basic stats
- Basic DS
- Basic tools for DS.
- Basic Stats
- Statistical Inference via Data Science
- A pretty cool and decent book on Inference and DS
ML / Stats / Modeling
- Survival Analysis - I
- Survival Analysis - II
- GLM
- A very very gentle intro to GLMs
- GLM
- From Prof. Gilberto de Paula.
- GLM: The paper from Nelder
- GAMs
- The best tutorial on GAMs <3
- GAMLSS
- The package webpage. With tons of examples.
- Intro to Deep Learning - Video
- Deep Learning - Book
- ML with graphs
- Graph Representation Learning
- GNN
- Tutorials for G(C)NNs
- TensorFlow tutorial
Network Science
- Awesome Network
- Massive repo on many tools for NetSci.
- Network Analysis
- NetVis
- visNetwork
- Interactive Networks (useful for shiny)
- NetMed
Bioinformatics
NGS
- A Gentle Intro to NGS
- Another intro for NGS
- And… another
- RNAseq Workflow
- Diff Expression
- A Tutorial for PEB2020
- Michael Love Tutorials
- Yes, his tutorials are always great.
Phylogeny
- How to create trees
- MUSCLE webpage
- Tool for creating the aligment & trees
- Tutorial from EVOLUTION AND GENOMICS
- Plot Trees
R
Tidy*
- Model with Tidy
- All tools for DS
- Learn Tidyverse
- R4DS