21 karma · joined November 12, 2016
AWS has to much hype riding behind it.
It’s not enterprise class and looks very incohesive.
Don’t even get me started on a deployment story for GCP their deployment manager is deprecated and redirect you to use terraform.
I hate to swallow it but Azure was more usable and straightforward.
The novelty in this paper is this "query-key-value" relation that gets learned. A lot of previous work in this area was focused on learning a rough state machine to which you input a set of state transitions and it will give you the most likely next state. This will also work but training such networks is very slow and you also don't have the capability to train the network to "attend" to certain part of the inputs. This lookup based technique lets you do that plus this is also very compute efficient (compared to previous techniques).
I'm missing a lot of details but that's basically the intuition behind this.
These are very excellent resources: - https://www.youtube.com/watch?v=ptuGllU5SQQ&list=PLoROMvodv4... - https://www.youtube.com/watch?v=OyFJWRnt_AY&pp=ygUfYXR0ZW50a...
I enjoyed my time in the Windows team the most.
The other great part is the sheer amount of engineering that will go into every feature you will own. I say “engineering” because it’ll be different from any services work you have done.
Tools that are at your disposal as part of Windows Core team is top notch.
Good luck! You will not regret this.