The association model seems like the special sauce, anything more you can share about that? Architecture, inputs and outputs etc. I’m always really interested in unique CV models.

I know you aren't going to release the dataset but I'd be interesting in any info you are willing to share on augmentations you used and how you generated the synthetic imagery, and what sort of lift you got out of it.

I know of at least one, GeoMesa, which seems like it could at least provide the building blocks to achieve what they are trying to do.

Most of what you need to get something functional and not totally ugly, not a lot that you don’t.

Surely you see the issue here? Receiving stolen property?

Construction – a $10T/year industry – loses hundreds of billions of dollars a year due to poor communication. Other industries have enjoyed meaningful productivity gains over the last 20 years thanks to innovations like Slack and Salesforce, but productivity in construction has been flat. Project managers are stuck with frustrating, messy workflows based in email, sticky notes, and Excel spreadsheets.

Iris’ goal is to build thoughtful human-centric software for construction. We aim to leverage our understanding of the people and processes in the space to help transform not just the productivity of the industry as a whole, but the working lives of those who make it happen.

We are looking for an empathetic design thinker to help us make this happen.

Contact: pbrown@iris.construction

Construction – a $10T/year industry – loses hundreds of billions of dollars a year due to poor communication. Other industries have enjoyed meaningful productivity gains over the last 20 years thanks to innovations like Slack and Salesforce, but productivity in construction has been flat. Project managers are stuck with frustrating, messy workflows based in email, sticky notes, and Excel spreadsheets.

Iris’ goal is to build thoughtful human-centric software for construction. We aim to leverage our understanding of the people and processes in the space to help transform not just the productivity of the industry as a whole, but the working lives of those who make it happen.

We are looking for an empathetic design thinker to help us make this happen.

Contact: pbrown@iris.construction

How much time have you spent looking for unique "electronic dance music"? Have you gone to small local events showcasing house, techno, grime, etc? Have you found the small sections of the internet where people are innovating new electronic sounds?

How often do you search for unique audiovisual content creators? On the large sites sure, but everywhere in between?

A low cost of entry, combined with a low overhead to find something close to what you want, means that, sure, there is both a lot of sameness and that sameness seems to be staring you in the face.

When you look below the surface though, a huge amount of content is getting created, by people who in the past might not have been able to. Electronic music artists who couldn't afford physical synths, drum machines, and recording equipment. Visual artists who can do more with a phone than almost anyone with specialized cameras.

So peak homogenisation? No.

Peak content output per person? Probably also no, it's still going up, but I suspect this is what you are observing.

Alternatively you just don't see the people who retire and spend time with family and friends. They don't post here, they don't have blogs, they don't have articles posted about them. They are just living life.

Construction – a $10T/year industry – loses hundreds of billions of dollars a year due to poor communication. Other industries have enjoyed meaningful productivity gains over the last 20 years thanks to innovations like Slack and Salesforce, but productivity in construction has been flat. Project managers are stuck with frustrating, messy workflows based in email, sticky notes, and Excel spreadsheets.

Iris’ goal is to build thoughtful human-centric software for construction. We aim to leverage our understanding of the people and processes in the space to help transform not just the productivity of the industry as a whole, but the working lives of those who make it happen.

We are looking for an empathetic design thinker to help us make this happen.

Contact: pbrown@iris.construction

Construction – a $10T/year industry – loses hundreds of billions of dollars a year due to poor communication. Other industries have enjoyed meaningful productivity gains over the last 20 years thanks to innovations like Slack and Salesforce, but productivity in construction has been flat. Project managers are stuck with frustrating, messy workflows based in email, sticky notes, and Excel spreadsheets.

Iris’ goal is to build thoughtful human-centric software for construction. We aim to leverage our understanding of the people and processes in the space to help transform not just the productivity of the industry as a whole, but the working lives of those who make it happen.

We are looking for an empathetic design thinker and talented engineers to help us make this happen.

Contact: pbrown@iris.construction

I have not seen any numbers to indicate Utah was at 96 hospitalizations as of yesterday. Are other state's number correct? Was California at 952 hospitalizations as of yesterday?

Is this just using number of cases as hospitalizations?

Do you have more details on this?