I very very rarely drink, but when I do I party hard.

I negotiated an entire piece of complex web architecture (really huge, works at 50k transactions per second), with my boss who's a lead architect, from a bar (he thought I was home), while moderately drunk.

It got me a lotta praise and till date it's one of the best pieces of software I've ever written. It saved the company 500+ hours or something #humblebrag.

To this day I have no recollection of what I said (huge hangover after) or how I managed to come up with that shit. I don't think I'd have been able to do it sober. The sheer size of the problem would've made me go "yea it works, I'm not touching that. Nope."

DAE notice any increase in pattern recognition in their code while drunk?

*fortunes and tons of research spent on machine learning, signal processing and pattern recognition*

People:

Literally anything but work with computers, I think. They ask my brother to fix anything technical in the house and ignore it when he fails. They haven't been able to watch TV in six months. When I suggest that my (well-intentioned but mostly nonverbal) sibling probably shouldn't go into development, they tell me I don't know my own job. I suspect they're convinced I do graphic design.

I write C++ applications that run physical simulations and sometimes train AI models for pattern recognition and highlighting unusual incoming files.

They suggested I go to an undergrad program for data science. I already *do* data science for money and I already have an undergrad degree. 🙄

"So Alecx, how did you solve the issues with the data provided to you by hr for <X> application?"

Said the VP of my institution in charge of my department.

"It was complex sir, I could not figure out much of the general ideas of the data schema since it came from a bunch of people not trained in I.T (HR) and as such I had to do some experiments in the data to find the relationships with the data, this brought about 4 different relations in the data, the program determined them for me based on the most common type of data, the model deemed it a "user", from that I just extracted the information that I needed, and generated the tables through Golang's gorm"

VP nodding and listening intently...."how did you make those relationships?" me "I started a simple pattern recognition module through supervised mach..." VP: Machine learning, that sounds like A.I

Me: "Yes sir, it was, but the problem was fairly easy for the schema to determ.." VP: A.I, at our institution, back in my day it was a dream to have such technology, you are the director of web tech, what is it to you to know of this?"

Me: "I just like to experiment with new stuff, it was the easiest rout to determine these things, I just felt that i should use it if I can"

VP: "This is amazing, I'll go by your office later"

Dude speaks wonders of me. The idea was simple, read through the CSV that was provided to me, have the parsing done in a notebook, make it determine the relationships in the data and spout out a bunch of JSON that I could use. Hook it up to a simple gorm golang script and generate the tables for that. Much simpler than the bullshit that we have in php. I used this to create a new database since the previous application had issues. The app will still have a php frontend and backend, but now I don't leave the parsing of the data to php, which quite frankly, php sucks for imho. The Python codebase will then create the json files through the predictive modeling (98% accuaracy) and then the go program will populate the db for me.

There are also some node scripts that help test the data since the data is json.

All in all a good day of work. The VP seems scared since he knows no one on this side of town knows about this kind of tech. Me? I am just happy I get to experiment. Y'all should have seen his face when I showed him a rather large app written in Clojure, the man just went 0.0 when he saw Lisp code.

I think I scare him.

Dear companies..

There is a fucking difference between:
-pattern recognition
-machine learning

And
- artificial INTELLIGENCE....

Learning from experience is NOT THE SAME as being able to make conclusions out of unknown conditions and figuring out new stuff without any input.

When you have high pattern recognition but get rudely ignored until the problem you warned about becomes a very serious issue days later 😪🙄

Fuck I'm so tired of feeling like the only one trying to stave off bad practice sometimes 🫠

🙃

Mozilla really knows how to nudge one to not use email encryption by default.
Since Thunderbird has native support for OpenPGP encryption, i can only chose to encrypt all or no messages by default. There is no opportunistic mode and there are no per-reciepient encryption preferences. The Enigmail addon had both.
So i obviously have gone for encrypt-by-default.

But since then, whenever i want to send a message to the majority of my contacts, i have to manually disable the encryption or get annoyed by the no-key-found dialog.
I thought, i would get the muscle memory to just disable encryption for recipients for wich i don't expect to have a key.
But they also made the GUI so i have to open a dropdown and then click on the right item to do that. All the items basically look the same, as there is no color coding or specific icon for them. The item labels are also too long for unconscious pattern recognition.
So i didn't got that muscle memory.

I now have turned off encryption by default and will probably forget to enable it for some emails wich i actually could send encrypted...

So...I kinda started a huge project and it requires a pattern recognition for the users' schedules as the cherry on top.

I have no idea from where could I start learning this. I tried lots of stuff, I have basic knowledge of ai, but I need to get to the next level.

Any advice?

Any data scientists here? Need a non ML/AI answer. What is the modern alternative to Dynamic Time Warping for pattern recognition?

Ok. I GIVE UP! ...for at least a couple hours...

I'm not a big believer in... well anything suitable to the literal definition of believe. But there's only so much 'wtf? How is this even possible?' and any answer u can come up with is nearly statistically impossible...

I am a neuro-atypical (and just extremely atypical even if i somehkw was neurotypical) being, based on logic, finely calculated statistical probability and the most raw data and as unbiased as realistically possible, algorithms and interpretation (usually recursive pattern recognition with several highly detailed historical sources.

...but at some point statistical improbability and a collation of separate, yet relatively closely occuring events/circumstances makes logic, itself a primary suspect of corruption.

What was the breaking point that caused me to (temporarily) give up and tell logic to f off for a bit cuz maybe the illogical and mythical is the real logic, leaving me in a losing battle with 'the' fates?

Trying to get all my sourcing/purchase orders in/paid for/on the literal boats b4 end of the workday/week in china...
1st, had to drop a supplier cuz they have limited reps. When the one ive had 7+ years left, i got the aloof blonde girl societal trope of a rep... who for the 2nd time (despite the several very blunt complaints above her, incl me) she sent out a promotional update to the entire client list (ie, inherently competitors) as CC not BCC... over 200 business email accounts with tailored info of their sourcing.

2- totally diff company/ industry a former rep i was glad be rid of apparently just sfarted back for "awhile" as i needrf to restock/scale...apparently she forgot everything we discussed at length... lke if you want a chance on my business im not gonna be wasting time looking through your gui "mini store to then inquire about everything individually insead of a simple spreadsheet(which i print and put in a 3-ring binder rotating current catalogues in the same format i require everywhere)

3.dog was an ahole, my packed schedule got delayed and morphed.. a bunch of little bs thatd normally have no extra thought impact, hyperfocused forgetting one of my alarms til i realised my idiopathic fever was back and i didnt take/apply meds (pain/muscle relaxers mainly so despite this odd free time and needing to shower. I gotta sit on my rear, leg elevated/non-productive far 40min b4 i can shower (as functional legs and lack of syncope is almost a req to shower)

4. A new-ish rep of a company/factory i like/respect enough to not mention in relation... he makes invoice 1.. slight error thst was easily resolved...#2 was flawless... he goes to officially generate the contract(alibaba... verrrry simple with lots of extra explanation buttons). Price and all items match, its near workweek end so i was waiting for it so i could quickly pay/have it on the boat b4 it left and few fdav days are behind...

I put in card info, get to the 2 cbeck boxes (imo should be only 1 but whatever) asking if billing address is same ss delivery(its always default yes)... then i see a few lines in chinese (i can read enough for business negotiations... typical words/sentences innately look different than things like individual letters/address and postal indicators.) After a few loops of double checking, mentally trying to dismiss my i Intial judgement cuz it'd be too ridiculous... even resorted to google .... nope... initial wtf was spot on... recipient name/address was indeed the company(multi factory producer)i was purchasing a wholesale, via sea freight, bulk of products from.

Im pretty sure the system would've flagged it as an invalid contract within an hr... but seriously... ive been handling alibaba (and other) international sourcing since before high school(mainly small businesses i made sites/little tools for that found anything with a light up screen intimidating) and a purchase then shipment to the originating company/factory actually entered into a contract(the form is sooo simple)... im faced with ridiculously improbable obstacles actually existing and changing in such nonsensical statistically improbable ways so often that 1. I wouldn't trust a dr (or most humans) that didnt 1st assume i was crazy of some form...unfortunately im not, despite hkw much simpler and probable itd be 2. Id be super suspicious/converned if statistic norms were my norm for over a day.

But seriously wtf???

Someone give me some wisps of a frame of ref here... where's a typical 'fuck this, im out!' Breaking point?

that moment when you got just one night to prepare app for arduino based robot with pattern recognition. No hardware component with me and whole thing goes on asumption
f**k competition

Any suggestions for a good starting point for learning to do more with neural nets? Not interested in image recog so much, but would like to see the cutting edge of textual pattern recognition... I dunno, I don't even want my expectations to color this... whats do you guys find most interesting and enjoy playing with? Python is preferred but I'm grateful for any tips/links/ideas/rants you might share!