add readme

Author: nazaninsbr

README.md

@@ -0,0 +1,15 @@
+# Neural Netwok 
+
+This is a neural network coded from scratch that classifies the MNIST handwritten digits. 
+
+### Q1 
+In Q1 I test the effect of different output formats, learning rates, batch sizes and ...
+
+### Q2 
+Q2 runs the code using the best features we tested in Q1 and it reaches **90% accuracy** !!
+
+### Q3
+The code in Q3 runs a model using only two layers (input and output, there is **no** hidden layer) on the same dataset and reaches **80% accuracy**. 
+
+## How to run it ...
+in order to run the code `cd` to the directory and run `python3 main.py`

main.py

@@ -1,13 +1,11 @@
 from Q1 import main as Q1_main
 from Q2 import main as Q2_main
 from Q3 import main as Q3_main
-from Q5 import main as Q5_main
 
 def main():
 	Q1_main()
 	Q2_main()
 	Q3_main()
-	Q5_main()
 
 if __name__ == '__main__':
 	main()