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BCSC identification via RNA sequencing

Repository of the source code of my master degree thesis.

Objects

  • The training formats are stored a key-value pair dictionary with pickle. The key is the gene name while the value corresponds to the position of gene in the format.

  • ENSG mapping: Transform ENSG gene name encoding to standard gene name, obtained base from ensembl.org/biomart and consequently cleaned and prepare for scripting.

Source

  • data: Utilities corresponding to loading / preprocessing the data
  • experiments: Example script of one of the many training loops / scripts used.
  • ml: Model declaration is defined here, along with custon dataset and some more utilities used in training.
  • utils: Extra utilities, like both CytoTRACE and ORIGINS reimplementation with visualization (plots) scripts.

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