Were you able to process truly large datasets? I worked at a very excel company once but we kept running into row limit issues when scaling workloads and eventually migrated almost everything away from it. What industry were you in at the time?
Aerospace. I was interacting with data sets on the order of hundreds of millions to low billions of rows. This particular company had legacy WinForms applications running against SQL Server. Excel can directly connect to the db to run complex, multi-step queries (IIRC it holds the connection open so you can do things in temp table). Hitting “Refresh” in Excel can trigger a lot of work. And then it can do a ton of processing locally. IIRC, there were no row limits on what excel could process locally (so long as the final result stayed under the sheet limit).
The same thing that works for databases also works for excel. You shard the data and run your analysis on the set of shards in excel. It's not elegant, but can solve many problems.
I welcome it honestly- if the internet becomes sufficiently poisoned then our personal data may become indistinguishable from AI generated content and companies may no longer be able to sell it- I happen to have a unique name globally and at times I’ve considered creating a dozen or so fake profiles sharing my name to spread around so that my own digital footprint becomes even slightly muddied
It's not addictive along the same pathways (as far as I'm aware) from what I observe in my own life you either smoke casually and could stop whenever you want to (I used to then I stopped no problem) or you are dealing with psychological stress factors that are best treated with the help of a mental health professional.
The study controlled for general health but I would note that the odds-ratio reported for cannabis use (4-6) is not so different from the odds-ratio associated when studying high vs. low income cohorts (3-5). This study is not a random blinded clinical trial it's reporting a trend present in ~5 million electronic health records which I assume record yes/no to patients ever telling a doctor they have used cannabis.
I would assume that cannabis use correlates with a few other important heart health variables and we would expect the odds ratio to be lower when accounting for those (alcohol doesn't have an OR more than 1.0, tobacco smoking ~1.5)
I'm sure that cannabis use is bad for cardio health but the reported odds ratio is very high. I personally do not use cannabis.
I'll start my first job in an engineering role in a few days and I could reach behind to my bookshelf and flip through "The Way Things Work" right now if I wanted to. Fantastic book that really inspired me when I was younger.
I think the 600 dollar price is more than double the price of the same diplay as a mass-produced product it's a price for enthusiasts of the technology
and it's open source so nothing stops a bigger producer of copying the exact technology with institutional funding and manufacturing expertise
There is no mass market product with the same specifications. The closest equivalents from established companies are the Dasung Paperlike 13K and Bigme B13, both of which cost the same or more than the Modos.
I wasted 2k on a color e-ink monitor that ended up being pretty much unusable. Reviews said as much but the risk was worth it to me for the chance to spend my days looking at something that doesn't feel like a screen. I believe it's an "if you build it they will come" thing especially for anyone working on a computer all day.
that is almost guaranteed an at-cost production figure for the limited run of kickstarter funded displays there isn't a production line producing these things - watch the youtube video this guy quit his job for over a year to build a passion project into a prototype
This is a linear regression relying on a couple years of data to predict 15 years in the future and I don't believe that the valuation is made on this basis.
It may be that spaceX is buying an operation that would realistically take 5 months and 100 million to copy in-house for 60B because the worry is that waiting 5 months might cost that much in some sort of lost opportunity. It also might be that in any negotiation SpaceX is viewed as incredibly cash-rich and so anything can be sold to them for inflated prices.
I really don't understand these companies valuations it seems like boardrooms everywhere are in a constant state of panic that they'll lose it all if they aren't growing a breakneck pace constantly.
I've been wondering lately if it would help to take a medium sized model and either in cloud or some local setup actually do Reinforcement Learning from Human Feedback (RLHF) on every prompt as a chore - I don't know if trying to manually finetune a model to your use habits would ruin it or help - ideally if you were diligent you could get rid of some of the ticks that make models for the general public difficult to work with e.g. overly sycophantic, overly verbose, annoying tendency to explain via analogies
but perhaps one individuals prompt feedback just isn't going to ever be enough I'm not sure how much you need (I know people working at big companies that have purchased in-house agents fine-tuned on internal documents etc.. and apparently these end up with bizarre behaviours not necessarily more helpful than the standard models)
I'd like to be able to essentially edit every response given by an agent and then finetune on the difference between what it produced and how I edited the text. Personally I would just remove a lot of the adjectives and try to distill the responses to core responses but I worry based on some of the work done by Owain Evans and other alignment researchers that this can sometimes push agents into tricky-to-predict tendancies.
It's funny lately I've been seeing the cursor advertisements all with some premise of regular young person wants to develop an app and the ads really do focus on the simplest of premises: the only ones I've seen in these skits are essentially variants on the "todo app" web app tutorial
the tech is pretty good at helping identify simple bugs when they happen and to write short sections of code given very explicit instructions but yeah I have yet to see good examples of short one sentence ideas turned into a working product that looks better than anything that could be a UDemy tutorial app.
