Getting Startted
Goal of the Advanced Tutorial
Learning Materials
Tutorial
Advanced Tutorial (this one) | Additional Tutorial
Teaching Videos (mirror: **Youku Link)
Teaching PPT (view PDFs on-line only, not downloadable)
****Github for students (shared code and documents)
Table of Content
I. Basic Skills
Setup - How to do jobs efficiently and reproducibly
Linux - How to work with command lines
Bash (and Github) - How to set up multiple jobs as a pipeline
R - How to make professional and beautiful plots
Perl/Python - How to program for bioinformatics
II. Basic Bioinfo Analyses
Basic: Mapping, Annotation and QC
Basic: Expression Matrix
Basic: Differential Expression Analysis
Advanced: Normalization
Advanced: Control Data
Advanced: Motif and Structure
III. Advanced Bioinfo Analyses
Machine Learning Basics - How to train and test
Feature Selection - How to find meaningful feature
Deep Learning Basics - one step to AI
Virtual Machines
All code has been tested in cnode @ Lu Lab. We would also provide a Linux docker for our advanced tutorial in the future.
Video
a) Introduce training on github
b) More videos
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