The highest achieved accuracy is with SVM model i.e approx 97%

This is the link to the Kaggle data set: https://www.kaggle.com/datasets/chetankv/dogs-cats-images?resource=download

If you are using google colab, then use the commented code and upload the kaggle.jason file and run the code and you will be able to download and load data successfully. The classification reports are attached as well which you can also generate with your code.