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+# pharmahacks_multi_disease_classification
+### By Rayaq Siddiqui
+
+To run the project simply run:
+
+python main.py
+
+in the console in the main folder.
+
+## Additional Parser Arguments
+
+python main.py --epochs ##some_number## --verbose ##0,1,2## --model ##list_below##
+
+The possible models that you can run are:
+
+1. simple_branchy_linear_network
+2. branchy_linear_network
+3. seq_model
+4. deep_linear_network
+5. dual_input_model
+
+The best accuracy is the simple_branchy_linear_network model. To run this model you can run
+
+python main.py --epochs 12 --verbose 1 --model simple_branchy_linear_network
+
+OR 
+
+python main.py
+
+as these are the Defaults.
+
+## Note
+
+All of my research and brainstorming is done in the Jupyter Notebooks, so please feel free to check them out. 
+
+I test all of the models and try to optimize them to the best of my abilities. 
+
+Additionally, apart from neural networks, I test out other Classification methods (i.e. Support Vector Machines, K-Nearest Neighbors, Decision Trees). However, I decided to disclude them since they provided me with a lower accuracy compared to my models.