/r-stats

My repository for tracking my progress with learning R as a language for statistically analyzing data.

Primary LanguageR

r-stats

####By Alex Gajewski ######A repository for the purpose of tracking my progress in learning R as a tool for data analysis.

#####Week 1 - Learning Basic Data Scientist Tools

  • Videos 1.1-2.7
  • Installed R, RStudio, Git
  • Setup GitHub Repository
  • Asked for Username for Sharing
  • Videos 2.8-2.9
  • Shared GitHub Repository

#####Week 2 - R Programming for the Data Scientist

  • Getting Started Powerpoint
  • Fibonacci Program
  • Level 2
  • Track Learning Progress on GitHub
  • Fibonacci Program V2 :)
  • Install Affy Packages|Setup Affy Environment
  • Analysis of Affymetrix Microarray Data with R and Bioconductor

#####Weeks 3 and 4 - Real Project|Detection of differentially expressed genes using Affymetrix gene expression technology, from raw data to statistically significant differentially expressed genes

  • Raw Data QC and Filtering
  • Data Summarization and Normalization
  • Sample/Gene/Probe-Based QC
  • Differentially Expressed Genes
  • Created Summary

######Finished in 1.4 Weeks, Difficult Work Ahead

#####Weeks 5 to 8 - Real Project

  • Use machine learning methods in R to detect and validate (training and testing) a minimal gene signature able to classify the gene expression of samples in two phenotypic groups