> this is table stakes level security; realistically if your DB is compromised, your encryption key probably is too, because they probably got in through your application which holds the key in memory. this just prevents "oops I accidentally copied the DB somewhere and it leaked".
Good point. If the attacker gains access to e.g. a web service that needs to access the stored secrets, they will have encryption keys and DB access.
> if you have, or when you get to the point that you have, a competent ops org, just use HashiCorp Vault.
I watched a video about Vault, but I don't see how it would help. Attacker gains access to the web service which can access Vault -> Attacker downloads all API keys from Vault. Or is there something I'm missing?
Thanks, but this is about password hashing. I would like to know about storing third party customer secrets, like API keys, in the most secure way possible.
I‘m 42. Here‘s my advice to someone half my age. Have conflicts. Put your heart into it. If you loose, you receive some truth. If you win you give some truth. The outcome does not matter if it means you grow.
The mother of my kid and I are separated. I wanted to restrict content/screen time, but she gave him unrestricted access to his iPhone and now I feel it can't be undone. He's 13.
I'm mostly worried about his attention span, especially when I watch him use his phone. But then again, maybe this is just a different generation and I must understand that his way of using the internet is different from mine.
Would you share a story of falling/picking them up?
I found it helps us bring more variety into ours sessions, since it lets us easily try out new keys or modes which we are not yet comfortable with. Also, we play bass and guitar but not the piano, so having the chords play with one click or keystroke makes it very easy to get a basic synth layer done without resorting to the piano roll.
There is a simple algorithm which modifies the chords in a way to get smoother chord changes.
To the musicians among you (and those aspiring to make music) - I would be very happy to get some feedback!
I built something similar for images. It's command line based, so one could simply create a bash script to copy data to a folder based on a prediction.
Thanks for mentioning tensorpack, looks very interesting!
VergeML is not a library, it is a (command line) tool which lets you drop images in a directory and type 'ml train' in the most basic case.
You would use VergeML to quickly train with everyday datasets.
VergeML is framework agnostic, there will be model implementations in pure TensorFlow ("closer to the metal") and other libraries. Keras is a very good fit for the classifier based on transfer learning from ImageNet. It provides a lot of functionality and good training performance.