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Project 1: End-to-End Pipeline to Classfiy News Articles

This project covers building an end-to-end pipeline to classify news article samples and utilizes the following machine learning components:

  • Feature Extraction
  • Dimensionality Reduction
  • Application of Simple Classification Models
  • Evaluation of the Pipeline
  • Replacing Corpus-Level Featrues with Pretrained Features

The project consists of 1 code file, which addresses all 13 coding questions, 1 CSV data file containing news article samples, 4 text files for GLoVE embeddings, and 1 Report covering all discussion related to the coding solutions. To run code all files should be located in the same folder.

Code Files:

  • Project1.ipynb

Data Files:

  • Project1-ClassificationDataset.csv
  • glove.6B.50d.txt
  • glove.6B.100d.txt
  • glove.6B.200d.txt
  • glove.6B.300d.txt

Report:

  • Project1_Report.pdf