Also check if you're in education at any level. Most university libraries subscribe to what used to be Safari and you can SSO the full (enormous) catalogue. I didn't realize this for quite a long time as it's not widely advertised. There are ton of books that aren't the traditional animal-drawing tech titles, including Manning, as well as some lecture series.
But the app is pretty kludgey and it's way more locked down than other publishers who will give you chapter PDFs.
At least it's a good way to skim books to see if they're worth buying a physical copy.
1. Compliancy with relevant standards. HIPAA, GDPR, ISO, military, legal, etc. Realistically you're going to outsource this or hire someone who knows how to build it, and then you're going to pay an agency to confirm that you're compliant. You also need to consider whether the incumbent solution is a trust-based solution, like the old "nobody gets fired for buying Intel".
2. Domain expertise is always easier if you have a domain expert. Big companies also outsource market research. They'll go to a firm like GLG, pay for some expert's time or commission a survey.
It seems like table stakes to do some basic research on your own to see what software (or solutions) exist and why everyone uses them, and why competitors failed. That should cost you nothing but time, and maybe expense if you buy some software. In a lot of fields even browsing some forums or Reddit is enough. The difference is if you have a working product that's generic enough to be useful to other domains, but you're not sure. Then you might be able to arrange some sort of quid pro quo like a trial where the partner gets to keep some output/analysis, and you get some real-world testing and feedback.
That's specifically for AI generated content, but there are other indicators like how many affiliate links are on the page and how many other users have downvoted the site in their results. The other aspect is network effect, in that everyone tunes their sites to rank highly on Google. That's presumably less effective on other indices?
This is Black Friday pricing at least, if you're willing to shuck. Seagate drives are still sub-$10/TB which... a single 24-26TB is enough for all my photos (ever), media and some dataset backup for work. I'm planning to backup photos and other "glacier"-tier media like YouTube channels to BluRay (a disk or two per year). It's at the point where I'd rather just pay the money and forget about it for 5-10 years.
I built the case from Makerbeam and printed panels, an old Corsair SF600 and a 4 year old ITX system with one of Silverstone's backplanes. They make up to 5 drives in a 3x5-1/4 bay form factor. It's a little overpowered (a 5950X), but I also use it as a generic server at home and run a shared ZFS pool with 2x mirrored vdevs. Even with inefficient space it's more than I need. I put in a 1080ti for transcoding or odd jobs that need a little CUDA (like photo tagging). Runs ResNet50-class models easily enough. I also wondered about treating it as a single-node SLURM server.
You don't need oral exams, you just need in-person. So a written test in the classroom, under exam conditions, would suffice.
In this particular resolution example, it would be quicker to ask the student some probing questions versus have them re-write (and potentially regurgitate) an essay.
The UK comparison for home cooking vs fast food breakfast should be really be Wetherspoon. Spoons makes a solid stodgy full English breakfast and bottomless coffee for 5-7 quid depending on the size. Classic hangover food, and you can start the morning where the night ended.
Obviously you can beat it with home cooking, but the calorie value for a sit down meal out is compelling: 1300 cals for 7.50 (more if you go for hot chocolate).
Wetherspoons is amazing and a great replacement for McDonalds. They bring the food to your table, with cutlery, on a plate and you get unlimited coffee and tap water. I paid £4.78 for a muffin of sauage+bacon+2 eggs+hash brown and unlimited coffee this morning.
You got to choose very carefully from the menu as lot of things aren't good value.
On film availability. It's relatively easy to slit film to width, with little jigs that are machined or 3D printed. This is popular for Minox "spy" cameras since new 8x11 reels are $20+ and you can refill an old plastic cartridge if you're very careful. The stock is about 8-9mm wide depending on the camera and so a 35mm roll will yield 2 strips that can be cut to length.
Some enterprising person makes a machined an aluminium Minox film cartridge, which is expensive, but solves the problem of the originals being incredibly fragile. It doesn't take many retail rolls to justify the cost though.
RGB should be fine, especially if you use a genuine ultra-high CRI source. A few companies make them, I think Waveform is one of the more well-known. If you really want to spend money, the optics suppliers like ThorLabs sell broadband LED sources. In an ideal world you could calibrate the image sensor against a known spectrum so you'd know its response. If you can estimate colour to a reasonable degree then you can transform it to what it "should" look like. Nevermind that pixels are single-wavelength as well.
Negative Supply use something similar in their light tables, though I don't know exactly what the source or spectrum is. They're highly regarded enough that I think it's not an issue.
You can also use LEDs for enlarging, but you need to be careful about buying the right bands for the paper. I've used Luxeon SunPlus with some success as you can buy the correct green/blue for the different contrast layers. Though for B&W, even a random 5500K module from Cree worked quite well.
Filmomat looks fun. Many money. Love the hipster flex with the Weber HG-1 in background of the demonstration video. I do own an Intrepid enlarger (sort of experimental?), and I used to live near Ars Imago in Zurich who sell a "lab in a box", similar to Filmomat's Light system. The independent dev scene is pretty great, though none of it is particularly cheap and is rarely open source, which is disappointing.
> I'm also not sure what kind of workflow improvements it actually offers.
The obvious one is auto-feeding and portability, but without using it who knows. It doesn't offer IR, but even Filmomat's system needs a modified camera. You get that with most flatbed and Plustek-style scanners. I have a V850 Pro which wasn't cheap either, but it'll do a full roll in one go and I can walk away. Even if I shot a roll a day it would be more than fast enough. It has occasional focus issues, and you need to be scrupulous about dusting, but it works well enough. I've never been a huge fan of the setup required for copy-stand scanning and it's tricky getting the negatives perfectly flat in/frame. The good carriers are also not cheap, look at Negative Supply for example.
Frankly it also looks great, like the Filmomat. I think some of the appeal is a chunk of modern looking hardware and also the hope that it's maintained? My Epson works well, but I ended up paying for VueScan because the OEM software is temperamental.
https://youtu.be/_Cp-BGQfpHQ?si=V-LLVn1cQmrMsiDZ