Not getting the same results

I first copied the code line by line nd then even tried by downloading the notebook in the resources.. but both the times, I can't seem to get more than 80~81% accuracy.. even by tweaking the no. of batches, adding more hidden layers, etc.. I still didn't manage to get more than that accuracy..
did the tensorflow functions change or what am I doing wrong?