gagehowetamu / email-ml-spam-filter

Submission for the ACC Spam Filter ML workshop

email spam filter

• Description: Exercise for the spam filter workshop.
• Dependencies: Run pip install -r reqs.txt to install all necessary dependencies.
• Execution:
  1. Run buildvocab.py
  2. Followed by createfreqvec.py

Outputs an accuracy report for the trained model:

(5728, 37441) [[0. 0. 0. ... 0. 0. 0.] [0. 0. 0. ... 0. 0. 0.] [0. 0. 0. ... 0. 0. 0.] ... [0. 0. 0. ... 0. 0. 0.] [0. 0. 0. ... 0. 0. 0.] [0. 0. 0. ... 0. 0. 0.]] Accuracy: 0.9895287958115183 Classification Report: precision recall f1-score support

       0       1.00      0.99      0.99       856
       1       0.97      0.99      0.98       290

accuracy                           0.99      1146

macro avg 0.98 0.99 0.99 1146 weighted avg 0.99 0.99 0.99 1146