/biocode

Various Biology Links

Primary LanguagePythonMIT LicenseMIT

biocode repository

Contains various links

For Reference:

Color Picking

Biology

Bio Downloads

  • Selected downloads from Biological databases

Linestyles and Markers

Advice on Color Picking

Code Quality

LaTex

Statistics

Machine Learning

Specific Articles

  • 2017-01 | Dermatologist-level classification of skin cancer with deep neural networks | Andre Esteva, Brett Kuprel, Roberto A. Novoa, Justin Ko, Susan M. Swetter, Helen M. Blau & Sebastian Thrun | Nature

Information

RNA-seq

R and Python

  • Data Analysis in Python
  • 2016 Dec Domino’s Chief Data Scientist, Eduardo Ariño de la Rubia
    • Python
      • Awesome Python
      • Collecting Data:
        • Feather Fast binary file format
        • IBIS Unlock your data
        • PARATEXT fast sane defaults
        • BCOLZ When you have more data than RAM
      • Visualization:
        • Altair
        • Bokeh interactive visualizations
        • Geoplotlib geographical data
      • Cleaning Data:
        • Blaze numpy->ANY backend (DB, Cluster, etc...)
        • xarray highly dimensional data (like Pandas)
        • ** Dask** parallel computing
      • Modeling:
        • Keras high-level neural networks (skip tensorflow)
        • PyMC3 Bayesian
    • R Hadley Wickham,
      • **Collecting Data:**A
        • Feather
        • Haven SAS, SPSS, or Stata data -> R tibbles
        • readr (NO:read.csv) For floats/ints/NA
        • JsonLight
      • Visualization:
        • ggplot2 ground-breaking updates
        • htmlwidgets D3 brought to R via Javascript insert
        • Leaflet
        • tilegramR Scales to population
      • Cleaning Data:
        • dplyr
        • broom (tidy|augment|glance)
        • tidytext for nlp
      • Modeling:
        • MXNet
        • TensorFlow Google's deep learning

Links

GitHub

Electrical Engineering

In a previous life...

Misc.

Education is not the filling of a pail, but the lighting of a fire.
-William Butler Yeats

Copyright (C) 2015-present, DV Klopfenstein. All rights reserved.