AlexanderNull
https://ard.bmj.com/content/79/6/829 - Associations of regular glucosamine use with all-cause and cause-specific mortality: a large prospective cohort study
https://pubmed.ncbi.nlm.nih.gov/33219063/ - Glucosamine/Chondroitin and Mortality in a US NHANES Cohort
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3175750/ - Use of Glucosamine and Chondroitin and Lung Cancer Risk in the VITamins And Lifestyle (VITAL) Cohort
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5870876/ - Glucosamine Use and Risk of Colorectal Cancer: Results from the Cancer Prevention Study II Nutrition Cohort
https://cancerci.biomedcentral.com/articles/10.1186/1475-286... - Glucosamine suppresses proliferation of human prostate carcinoma DU145 cells through inhibition of STAT3 signaling (in vitro)
https://www.pharmacytoday.org/article/S1042-0991(17)30735-1/... - Glucosamine and chondroitin decrease colorectal cancer risk
Some of those still showed significant correlation even when accounting for NSAID use however there have been other studies where the correlation significance disappears when accounting for NSAIDs: https://www.nature.com/articles/s41598-018-20349-6
Mortality reduction with glucosamine has been directly shown in more controlled studies on other organisms such as nematodes and mice, but may do so through a path that hasn't been shown to work in humans: https://www.nature.com/articles/ncomms4563
And in an actual double blind study glucosamine (+ chondroitin) use was found to lower serum levels of C-reactive protein in men and women: https://journals.plos.org/plosone/article?id=10.1371/journal... (small sample size)
Seeing code that goes all in on OOP absolutely makes me cringe as I know it generally means the unit tests are going to be more complex than they would be in an FP environment, the code's likely going to be harder to extend as there's no amount of class inheritance planning that can prepare you for all future business requirements, and in most cases it's just going to be so much more verbose than an FP solution would be (I know this last point is a bit of a personal issue).
Code that goes all in on FP I absolutely love on a pure nerd level, but absolutely hate on a practical level. Pure FP is neat in the same way that seeing someone who can calculate out pi to a hundred digits is neat. Sure it's impressive, but like... I got this calculator that will handle it much easier.
You either don't write tests or you're already writing them in the right way (sounds like the later). I've seen my fair share of what I would consider compound tests that have multiple asserts in tests that would crash execution of that test even though 3 lines down in that same test is a completely different bit of state being tested. This is hopefully less of an issue in unit tests but my gosh I've seen it way too much in integration tests.
It can get worse still when one of these initial assertions starts failing, a lazy dev goes in to address the problem, finds that one assertion isn't an issue worth addressing for now, labels the whole test as a KnownIssue and moves on leaving us at risk for the other issues covered in the later asserts to break without warning at a later point in time! (only seen this twice luckily)
Every once and a while we have to break out special teams for a cross group project, a special POC, or something super important with a tight deadline. In those cases the team becomes much more engineer led than management led and in most cases we revert immediately to Kanban style. Not surprisingly for me, we always get more done in a faster manner with Kanban.
Things get done when they're done, not when an arbitrary sprint end day has occurred. Kanban allows you to move work along as needed and instead of focusing on meeting that arbitrary end day, we all get to focus on continuously getting stories closed out. All we needed for this was a kanban board in whatever tracking system we were using at that time along with a reliable form of communication between team members.
On a more serious note, yes understanding this and anything really takes time and investment. The problem for me at least originally not only with ML but originally with engineering back when I was trying to learn (and couldn't afford school), was finding quality sources for getting started in that process of learning. By providing simplified resources like this google one, the hope is that many beginners can get that one "aha!" moment where they start the basic understanding that allows them to start tinkering and learning.
People without a decent understanding shouldn't be submitting research papers, full on agree there. It's basically a waste of everyone's time and harmful for the field of research as a whole as it dilutes the overall signal to noise ratio. However there's so much space in the ML world that doesn't involve research, not only for fun hobby projects, but also even professionally. Resources like this are critical to reducing the knowledge gap out there between researchers and the programmers in the field that work on little ML projects for doing things like sentiment analysis for their company.
These sub-research projects are mission critical at a lot of companies yet are held up at the majority of non-FAANG companies because there's only one data scientist while the teams of engineers are clueless as to how to assist.
The benefits weren't really as pronounced as I was hoping for. Then if you end up missing one of your scheduled sleep times it really effects you and throws you off for a day or two.
The dull chest pain sticks around for a surprisingly long amount of time. I'm at day 25 now since my ER visit and just noticed that I haven't felt any of that dull pressure in at least 2 or 3 days at this point.
It's amazing how much of privilege there is attached to volunteer work. So much of it can make a significant difference in other people's lives. Yet such time commitments either require that you've made money elsewhere (normally through means not super productive to society) in your "real job" making business widgets/yet another spreadsheet, or that you also willfully give up on your own financial security.
Even if a significant portion of the population were to become couch potatoes I posit that society would be no worse off in the long run. Such people are not the people currently making the next cure for cancer, or rescuing people from burning buildings. Such people are those barely getting through the day as is, not giving a crap about their boring job, just going through the motions to make money for someone else. Sure the companies that currently pay an unfairly low rate for those people's limited time will suffer... GOOD, such predatory behaviors should not be supported, propped up, an even enforced as they currently are by our government.
By providing people with an alternative to meaningless work we not only free up those who would want to do truly beneficial work to do so, we also provide much greater market power to those who simply want something minimally productive during the day. So many people make minimum wage or less for amazingly demanding and unsafe work. Currently that is the only option for so many people, so those employers who are unscrupulous can wield so much power and demand so much while providing so little in return.
Even if a significant percentage of the population ends up just spending their time out hiking, watching tv, or generally spending more time with their friends family (horrible outcome right?!?), if the rest of us get to benefit from either of the two previous scenarios then the only humans who wouldn't be better off would either be 1) those who think they deserve all the riches of the world even if they must bury the rest of us, or 2) those who use insecurity to force people into laying down their lives to fight their battles for them because they can keep those "lowly" people from having anything of meaning in this life.
That's 100% best case scenario living a lifestyle that basically consists of going to work, going home, eating food, sleeping on the floor of their apartment (we didn't budget for furnishings but w/e it's better for the back) using the public library and walks around the park for sole avenues of entertainment. ALSO: THERE'S NO KIDS IN THIS SCENARIO. Some of those estimates I lowballed also (like food as that's average cost of groceries for people who also get calories from eating out at restaurants) so this is really not a realistic estimate here.
In reality though there's plenty of hidden costs that this person will incur and even assuming they do manage to stay kidsless they'll be lucky to put away $100 a month giving them a best case scenario of $250k in savings by 55. Not terrible for them, but not enough to retire on in the US when you think of medical expenses incurred later on in life.
Completely incorrect conjecture. Let's take for instance the Flaxinrlent. Now, I've just made up this concept, but I can still define it. Let's say it is a 4th dimensional creature that takes up negative space made up entirely of marshmallows from 20,000 years ago. This concept, the Flaxinrlent, is now something we can roughly agree upon, we can devote our lives to searching for it, we can say that Flaxinrlent is what makes life worth living. But if we search long and hard enough we would probably start to realize that Flaxinrlent doesn't exist and probably couldn't exist knowing what we know about reality. Would it still be appropriate to state "If the whole universe has no Flaxinrlent, we should never have found out that it has no meaning"???
Some people bury themselves in their job, some people bury themselves in work, some people in video games, it's ultimately based on the same drive to achieve something based on a struggle.