TY Workshop
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Genomics

  • Introduction
  • Central Dogma
  • RNA-Sequencing

R Studio Cloud

  • Introduction
  • Create Account
  • Create Project
  • R Markdown
  • Install Packages

Coding in RStudio

  • Variables
  • Calculations
  • Vectors
  • Lists
  • Dataframes
  • Worksheet

Visualising Variables

  • Introduction
  • Visualising Distributions
  • Visualising Relationships
  • Visualising Nested Groups
  • Enhancing Plots
  • Worksheet

Machine Learning: Clustering

  • Introduction
  • Visualise Toy Dataset
  • ScatterPlotMatrix
  • Distance Metrics
  • Dist() function
  • Sample Heatmaps
  • Hierarchical Clustering
  • Feature heatmaps

Machine Learning: Classification

  • Introduction
  • KNN
  • Coding a Classifier
  • Training & Test Splits
  • Training the model
  • Confusion Matrix
  • Testing the model
  • Predicting Unseen Data
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