I have noticed that although I have two free credit vouchers added to my account, Google is debiting the credit that expires the latest. Plainly this is extremely unfortunate and not good practice. Therefore you may well have credit expiring in a few days (or weeks) but unable to useContinue Reading


These are just random thoughts that have been occurring to me the last few days! They are subjective and my opinions may change tomorrow. ML Stacks ML Stacks are so fragile that any modification of the environment can bring the whole show crashing down, cue the rise of the useContinue Reading

Compete in Kaggle cheaply! Use a local basic server for proof-of-concept networks (with restricted hyperparameters) and then deploy the models to GCP or AWS in the cloud. A useful way of doing this is to use a git repository, both for versioning and to have a seamless data environment betweenContinue Reading