Slice Finder is a versatile and highly configurable framework designed for the discovery of explainable, anomalous data subsets, which exhibit substantially divergent metric values in comparison to the entire dataset.
To illustrate, imagine that you have developed a model for identifying fraudulent transactions. The model's overall accuracy across the entire dataset is 0.95. However, when transactions occur more than 100 km away from the previous transaction and involve cash (2 filters), the model's accuracy drops significantly to 0.54.
Slice Finder is a crucial investigative instrument, as it enables data scientists to identify regions where their models demonstrate over- or under-performance.
I also don't understand the managed version of Terraform. What capabilities will it be able to give you?
In what I do see value is managed Vault and Nomad. What do you think?
regarding managed Terraform: I don't have that much experience with Terraform, but you want GitOps integration and a state that has no race condition problems. As far as I know it's not too hard to build Terraform in your GitOps pipeline, but there's probably value when not every company need to do this manually for all their projects.
Do you assume that enterprises that currently use the open-source edition of HasiCorp's product will start paying for support?
Why should they if everything went fine till now?
Can you please share from where your experience comes about enterprises?
If you started asking companies if they use the free or paid version you might be surprised to find how few use the free version.
I'm sure there are some that use the open source version and do their own support but generally large enterprise companies want a 3rd party vendor to yell at. As the software becomes more popular you're more likely to have managers interally ask about switching to the paid version, or in some cases outright banning the open source version until they can switch to the paid version. Strange I know.
There are also enterprise sales people for most software to attempt to sell into the org. Not sure if Hashicorp has these or not.
> Do you assume that enterprises that currently use the open-source edition of HasiCorp's product will start paying for support?
Not all, but a lot.
> Why should they if everything went fine till now?
Usually because a VP sees it as a way to get promoted by explaining to his boss that he bought that thing everyone likes now.
> Can you please share from where your experience comes about enterprises?
Years of working with Fortune 500 companies (would not recommend).
From a psychological standpoint, people are more likely to keep the default as is - even if the opt-out is super simple.
I assume, unfortunately, this will grant Amazon a lot of benefits.
