Not getting good accuracy CNN Cats Dog Project

#1

Here is my code:
https://colab.research.google.com/drive/1FiB7cBmffRrooVZ0wZJYzMmuc3GeFjvu?usp=sharing

#2

hey @sanchit123manchanda ,

Some to points to try on:

  1. Try lower learning rate. like 0.0001 or more lower
  2. Increase number of epochs
  3. Split your data into training and validation , to get a better understanding about your model performance.
  4. Try more augmentations , like rotate , zoom , shear etc.
  5. While using generators , don’t provide steps per epoch , they will automatically get updated from generators itself.

I hope these points help you :slightly_smiling_face:.

#3

I have tried but they are also not helping. I have done exactly as shown in the video using train generator. Pls once check the code.

#4

hey @sanchit123manchanda ,
have a look at this https://colab.research.google.com/drive/1A7KAW3FPbRZ03Lb8ubmRUpMU0FYdqvAF?usp=sharing.