I have finished lesson 2 of MOOC and I am looking for creation which can read the text from the images. I believe CNNs are powerful enough to read the same .
I would like to know if there are any pre trained model which can do the same.
You will need to look at an attention OCR model for this. Google put out a pre-trained model that does just that.
Take a look at this.