Outline Overview Of Game Theory Normal-Form Games Example: Fill & Download for Free

Artificial intelligence (AI) is broad as other answers have already stated.Normally you need to have a broader pespective of the many fields of AI so that as you specialize in one of them you are still able to mix ideas from different sub-fields of AI to build novel systems.The hot AI sub-fields are:Computer vision (CV): Which deals with seeing machines or more technically it deals with giving machines the ability to recognize and understand images or videos. This field is AI-complete in the sense that if solved it means we have strong-AI. Several challenging aspects of CV are object detection, semantic segmentation, image recognition, image annotation and image to image translation.Natural language processing (NLP): With its own sub-fields natural language understanding (NLU) and natural language generation (NLG). NLP, as the name states, broadly deals with stuff to do with languages especially useful in human-computer-interfaces (HCI).NLU is also AI-complete and is about making sense of spoken or written languages.NLG is more about the reverse of NLU. Instead of understanding language like in NLU, NLG is about generation. Sort of like the way humans construct sentences before spitting them out.Speech recognition also falls in NLP.Machine learning (ML): Which deals with learning in machines is very much applicable in CV and NLP. ML uses a variety of learning algorithms that fall in mainly two categories, supervised learning and unsupervised learning. In supervised learning, the ML model is given a set of pairs of inputs and outputs and it must learn the mapping between those input-output pairs. Unsupervised learning on the other hand does not use the corresponding output for a given input during learning. ML consists of a lot of approaches like:Clustering such as k-means, agglomerative and reciprocal nearest neighbor clustering schemes.Neural networks (NN) that are just an ensemble of processing nodes arranged in a layer-by-layer . NNs are trained using an iterative gradient descent method with backpropagation (backprop) algorithm. If such NNs have a large number of layers, they are termed deep neural networks (DNN). I am pretty sure you have heard about the hot topic called deep learning (DL). DL is about such hierarchical processing whereby a signal is progressively transformed layer by layer.Support vector machines (SVM): Which are based on learning maximum margin classifiers.As you can see from that there are many sub-fields of AI. Don't be discouraged because a lot of those fields are based off of easy to grasp concepts.Take for example DL, it is based on compositionality. Many layers one atop the other progressively build more and more abstract representations by combining features from the layers below.Training occurs by taking some steps determined by the gradient of the objective function with respect to the parameters. This is basically just a form of line fitting, think of the parameters as defining a “hyperline” in a high dimensional parameter space and the optimization algorithm is just trying to fit that “hyperline” to the data points you just provided as the training set that consists of the input-output pairs.The gradients are efficiently evaluated by an algorithm called backprop algorithm. The name may be a bit scarely but backprop is itself is just pure chain rule from calculus.Fun fact: It took the research community a while to discover that chain rule can be used to train multi-layered NNs, that happened after Geoffrey Hinton introduced backprop to the AI community.In AI you will encounter a lot of maths such as calculus, statistics and probability, optimization theory, game theory and programming.So you need to learn those prerequisites. It maybe overwhelming at first but you should try to start with getting the overview first and then focus on depth later. If you come from the STEM fields namely science, technology, engineering and maths then you probably already know the above prerequisites. You then just have to do a quick revision.You also don't have to be fully comfortable with most of that maths and programming. You can improve them as you encounter them in your work or studies. Revisit stuff you have forgotten especially when you encounter them and don't just read but practice as well.At first you might want to start with things like linear regression and code up a linear regression model, play with it, make it work on multiple types of data until you are confident. Then move on to something like logistic regression.You will figure out that your knowledge in linear regression will be very helpful in logistic regression because of the so called generalized linear model[1](GLM) because with an appropriate link function like the logit function, logistic regression can be solved as if it were a linear regression problem.There is also multinomial logistic regression which is just an extention of logistic regression to more than two classes.Practice some more, learn about NNs and try to build a basic NN from scratch complete with stochastic gradient descent (SGD) learning algorithm and backprop algorithm.You will learn a great deal that way and also become a good programmer in the process because as you code stuff from scratch you will encounter bugs. You then have to debug those bugs by searching through the web like Stackoverflow or something similar which will also teach you a great deal about the hassle involved when trying to code working stable systems.As you become advanced, pick more and more challenging problems to on work.That process outlined above is for those doing it on their own.But it is also important to note that if you have access to a mentor or a University doing research in AI make use of them.And also try to form study groups so that each member of the group can share their insights and together you grow as a team.Continue to build stuff and let your curiosity lead the way.I see great potential in AI not only for the developed world but as well as for the developing one.Either way, whether mentored or not it will take you a while to learn the many gears that drives modern AI systems. So just build up enough passion and make sure it does not run out halfway because learning AI can be a long journey.Yes, fields like DL are founded on basic principles but there are many such basic principles and learning the skills to make AI models work in real life is the most important skill because you have to test you AI model on actual data. No matter how good the theory may be, if the model is not working well, it could be due to bugs, then you might want to drop it or improve on it further.It takes a while to develop those practical AI skills.So ask yourself.Am I passionate about AI?If yes then you might just make it to the other side.Godspeed.Hope this helps.Footnotes[1] Generalized linear model - Wikipedia

OK, I’m the one who asked the question because I found and tested regarding my Heart + Kidney disease the following.With success.No it’s not ‘healing’ or ‘fixing’ it but I’m clearly better!Here is a ‘light edition’ in connection with Autism / Asperger’s: Walter Hartmann's answer to Methylation alterations are seen in autism. What are the functions of methylation and why is it involved in autism?Cancer? Relatively easy depending on where you live ;) Tickling a slow FoMP up to speed is harder.The point is CoV19 and not Heart disease. Or is it not so?When I dug through CoV19 information I found 5% death rate of cases first but 6.2% later, - well, that's bad but still somewhat OK.AND 80% death rate with Heart disease.Outch - scary. Should I go coffin-shopping?When I added in my other comorbidities I made it with ease through the 90% mark.OK I’m dead - except I’m in Oz where the government slam shut the door on CoV19 early and it seems to be quite as successful as NZ next door. I’m in the State of QLD with 4 deaths so far.Maybe I’ll live?I started to look into it with much motivation. Believe me, a gun to your head is very motivating.I found good answers.They explain why if an infection like CoV19 and Heart + Kidney disease come together the probability of death rises enormously. About 16 times. That’s a drastic shift of likelihood of not surviving just as NatURe is nice there is room to shift probabilities. Bringing the ~16 times down to ~5 times is possible.First of all, know thy enemy. Intelligence gathering. Just like in war.I began to research CoV19, put what was useful together for myself and after a while in an email I sent to therapists, doctors, pharmacists and others fighting at the front line in the health industry. All at higher risk like me for many (other) reasons.The 17th edition of these mails Ryan Stuart was so kind to bring the content onto Quora Your-Guide-To-Coronavirus-COVID-19 ~ Ryan Stuart- The Body-Mindset Mentor. Next edition will be 20a.I was quite upset that after 2 years of me finding out how and why Heart disease is trying to kill me and ways to counter at least some of it just to be killed by ‘Corona’, “a stupid flu virus”, Overall for 95% ‘harmless’ except . . . the probability of death can climb for some over 95% too. Like for me.I thought even if I die my effort won’t be wasted as it will help people I care about and they care about others, so there will be a positive follow on effect about everything I do.That has to be good enough that I can R.I.P.So I collated info likeMiddle East respiratory syndrome - Wikipedia MERS-CoVmortality rate 35% - discovered in Saudi ArabiaSevere acute respiratory syndrome - Wikipedia SARS-CoVmortality rate 10% - discovered in ChinaSevere acute respiratory syndrome coronavirus 2 - Wikipedia2019–20 coronavirus pandemic - Wikipedia = COVID-19SARS-CoV-2 or coronavirus or 2019-nCoVmortality rate 5% - discovered in China, WuhanThe common Flu typesmortality rate 0.1% - 0.2%By looking at worldwide data a pattern emerged:COVID-19: Daily new confirmed deaths per million, rolling 7-day averageCountries who had some close and unpleasant experience with those viruses (deadly between 0.1% and 35%) hit the ground running, slam shut whatever made sense, tested to various degrees but did have procedures to deal with such an eventuality in place.Most are Asian countries but although the Governments didn’t say much about that topic New Zealand and Australia acted much like the Asian countries.Europe with Italy first, then France, Switzerland, Spain, Germany and Austria more or less at the same time were medically very well prepared but had little regarding preparations for an epidemic.Austria must have picked up something over the last 1000 years being at the East-West / North -South cross-roads of Europe, where over time any disease, many foreign armies and quite a bit of good knowledge came past.All is relative and so Austria made the ‘best response in Europe’, it was good, quick and decisive but compared to eastern countries still ‘sluggish’.The (non-) response in the UK and the US surprised me a lot. Have they forgotten?WW1, Spanish Flu, Dust-bowl, Famine, Black Friday, WW2, . . . !!!Are we about to go Corona-Flu, Black Weekday, WW3, . . . ???Sure, they are different events, are in separate chapters in history books, different Wikipedia pages, documentaries on National Geographic and YouTube, with varying degrees of history-new-write, propaganda and ‘advertising’ but they provided the preconditions to the next events, they are LINKED. This does not mean that one led to or caused the other. At each step the options were there to do better.It’s only 100 years ago!Not 2500 or more Years ago in Greece, Rome, China, India and all over Africa where documentation is scarce and fragmented but still very helpful. Remedies, means that work were and are known for a very long time. The trick is to combine old, new and cutting edge to be able to do the very best.Business is very focused on a vaccine but that seems to become more and more a deluded hope. What is causing the Coronavirus in China? No, it wasn’t ‘made in China’ and the speed of mutation proven is high enough that any CoV19 vaccination becomes as (un)effective as any flu vaccination. A matter of luck.This approach can become very dangerous over time, generations, with signs already evident, as it will promote other mutations and it’s just a matter of time until one happens that is more dangerous than CoV19 now.CoV19 is a flu-virus, a more dangerous one but as we know all to well each flu-season new mutations find ways to make us sick.https://www.betterhealth.vic.gov.au/health/ConditionsAndTreatments/immune-system?viewAsPdf=trueA by far better approach is immune response near identical means which gets only used if needed to obliterate the virus but does not make any long term changes like vaccines do, which have an influence on genetics in further generations.This is very likely to be available soon, it is much safer and more reliable than any vaccine can ever be and it is by far better targeted to fight the (several) virus where there is the possibility and aim research is heading for that it is effective across a range of virii, at least a group of corona virii.It should be well looked at by governments as it is all up significantly cheaper because it is only applied as needed, very likely more diverse and predictably safer than vaccines. It does not involve the immune system but fights along side of it with near identical means. Very clever. IMHO Brilliant!With the above I had profiles of several virii much like a profiler describing a psychopathic serial killer and firmly concluded that CoV19 is natURal - not man made.I found the ACE2 link several times, quite well documented. But nothing much about using ACE2 blocking medication like Olmesartan. 6 x 40mg pills/day should make a difference. Good retrospective news on that: Good News on the Coronavirus/Angiotensin ConnectionThe better chances of bringing somebody back from the brink are more evident now.A viral infection is something nasty. Throughout the end of the 60s until the early 80s I caught 2 or 3 per Flu-Season. The season begins in Europe around the Carnival in Venice. No coincidence. Last fun - dancing behind masks and hoping to meet again in spring.Venice, a very busy trading port, built in a swamp with mosquitoes and all, sailors and traders from all nations and with any disease.While the flu virus takes a hold the early symptoms include fever and a bit of a cough. Early on the body has no good means to fight the virus. During the next stage bacteria give one trouble too. Cough gets wetter, sweating and general malaise come up.I concluded that at first, when the virus can invade, the immune system needs time to adjust its counter-measures and this is an opportunity opportunistic and pathogenic microbes, foremost bacteria grab hold of anything of you they can. Foremost membranes like lungs, gut and nasal cavities.First of anything the immune system will try fever but there the limit is ~42°C the temperature where protein begins to denature. The Corona Virus falls apart at 42.5°C. At any higher than body temperature many nasty microbes succumb too.So fever is a very valid and effective first means. Additionally any chemical reaction gains speed at higher temperatures and that helps to create chemistry to fight the enemy.As the microbes can take more of a hold because the cell-branch of the immune system is intensely occupied with tackling the virus MAST-cells become activated (directly and via the nervous system) and pour out lots more Histamine. If that enters the extreme range it will lead to nausea, even vomiting, diarrhea and even drowning in phlegm..Your body is at war. Firing from all barrels.Now it is important to deprive ‘the enemy’ of any means as much as possible. To “Starve the fever”, by leaving most food out, “Bone Broth only”, or even just mineralized and Vitamins enriched water.The phrase “Starve the fever” is somehow misleading because what is being deprived foremost is sugar & starch as well as nutrients microbes that got out of hand in the wake of the virus. Starving them in time of needing to do so opens capacity to deal more with the virus and . . .. . . this is how it works.Looks complicated and without a manual it is difficult to deal with it. What makes it even more difficult is that the above process - schematic (wikipedia) is incomplete. Critical steps and connections are missing.I asked doctors, pharmacists and students to let me have a look at the best they got and the result was appalling. Not one provided sufficient information to be able to intervene in a health promoting way. The wikipedia schematic was often better. SAD.The feedback I got after I posted the question reflected the same. The whole lot of medical professionals are like carpenters without hammers or nails.Not really their fault as such they should have gotten as apprentices, like at medical school. But I found by far better in traditional medicines, in all of them.I’m not the first or only one.Systems biologist Shiva Ayyadurai, Ph.D. found this via different approach.He did four degrees at MIT!Knowledge spanning several field is needed to reach into the next level of doing better.Even knowledge of History and traditional medicines. These provide fragments, parts of the overall interlaced processes in the body and amazingly even of the Folate-Methylation-Process (FoMP) and related / linked processes. The pieces of the puzzle are larger and hard to recognize. Like they are for younger age puzzles and we do have modern science together that makes it easier to get a full, well usable picture together.“The MIT department of biological engineering was created in 2003. The notion was … that you needed an engineering approach to biology as new advances or new discoveries were coming out in biology. That created the department of biological engineering …Like the details in the Folate-Methylation-Process schematic.it's about all these interactions …This is wherebiologists can win a Nobel prize just for looking at how two proteins (genes) interact.The MTHFR and the DAO gene seem much unrelated although the observation of their interaction I could trace knowledge about it faintly back to about 6000 years ago, Babylon.Around 2200 years ago related, critical knowledge was found. We still use the symbol x - which changed in appearance but can be traced via it’s meaning back to Egypt.Taw - Wikipedia & The Tav Mark (Q&A)Tav - is all-encompassing truth - in Hebrew.If you believe or like these old stories or you don’t is totally irrelevant, but they did help me to find things together. By having old stories and detailed current science that fit without any contradiction we have a funny situation: Exact current modern science with 1000s of years of proof before - not after.Today we do have all the steps involved well documented but not yet sufficiently linked to be useful in medicine and not in Naturopathy any more either. By ~300 AD this knowledge about interactions was mostly lost to Europe with only pieces left today. Dorothy M Neddermeyer's answer to: Will better scientific understanding of gut microbes lead to medical breakthrough? - Yes in about 150 years if we are lucky - until then: Observe - learn - think - DIY.Once one knows what one should be looking for the shards of knowledge can be found in every traditional medicine as well as any religions. Where each one that made it to today because of being beneficial shows the same thing(s) that modern science is in the process of finding (very slowly) together again.Systems biology and traditional medicines inform us that one size does not fit all.But a 1000s of years old hypothesis is about to become a theory. How does the theory of evolution demonstrate the scientific process?I still haven’t got the lot, and that’s why I reached into Quora to hopefully find at least more and better pieces to the puzzles but I stumbled into a void of nothingness. SAD.How valid the approach is to incorporate old wisdom the following chart shows very well. Countries with more than 2500 of (~nearly) unbroken history flat-lined CoV19, Europe not having much of such is struggling but beginning to bend the curve(s) . . . .Please look at further Coronavirus Disease (COVID-19), Our World in Data charts as for example Belgium is actually struggling which does not show well in the above chart because it is a small country.All up traditions (Blue Zones) involving more Minerals - Vitamins - Microbes in nutrition and the experience and knowing that one has to act fast in case of an epidemic made it possible in the East but difficult in the West to deal with CoV19. The East and East Africa clearly do better.These traditions incorporate the MTHFR - DAO field without knowingly connecting the existing modern science to what is happening in NatURe & reality for seemingly ever before.This cross-field-process as I will show in just one example is very central to healthy, happy and well.This process is involved in every aspect, disease, misery or malaise in life and to bring about homeostasis it has to be manipulated in different ways. If one uses the following example in case of cancer it is even possible to worsen the situation just as unsuitable diet does.This MTHFR - DAO ‘gear-box’ changes not only gears but whole cogwheels but without changing genes, although activation / deactivation of/by epi-genes is possible.If this cross-field-process cannot work as needed then there’s a spanner in the works.OK, lets get started - eat your greens. Which involves Folate [8] and Magnesium, and . . .after some confusing back and forth the MTHFR gene [9] by using Vitamin B2 gets us further to [5], well, if there isn’t a slow variant of the gene. ( MTHFR C677T & A1298A ) but slow or fast we get to 5-MTHF and here we can supplement with folinic acid if needed.From [5] via the Vitamin B12 - Zinc tic-toc pendulum that works very much like a coockoo clock, but as Zinc is missing in nearly all of us (90%) as well as in 90% of all Methylation Process documentation it goes tic and rarely toc. If you eat meat things around B12 can look better. Not enough of either => no good tic-toc, the coockoo clock might stop = spanner in the works.We get past [7], to Methionine and can grab some Proteins to build cells as needed.Folate -> MTHFR -> Folinic acid - B12&Zinc - Methylation Process => ProteinAt [3] we get another chance if needed to supplement (Don’t if cancer runs in the family, Homocysteine or any other inflammation markers are high, you need to get to causes!)At [4] we’d need some water, simple H2O and often there isn’t enough (-H2O) and the FoMP self-regulates and short circuits to another round through the Folate-Process. So another H2C gets added and a simple C3-something-molecule becomes a C4-something-molecule so from a lofty short chain we go to longer carbon chains, to oil, then grease, then axle grease, to wearing aObesity Linked to Severe Coronavirus Disease, Especially for Younger Patientsand we all know where that actually comes from:The problem in the FoMP is not that it makes fat if there isn’t enough water available, the problem is it cannot make healthy proteins to make healthy cells as needed.So go on a Keto, SCD, GAPS, Paleo diet which is roughly on average any hospital diet and drink tepid water, no bubbles away from meals.Youth means more growth hormone. This allows an even to slow configured FoMP to run fast and so the young can cell-out-grow a virus easier.Lack of water, clean bio-available water can make a life threatening background if comorbidities accumulate and deciding then what is the main problem becomes more a matter of taste apart from the FoMP x Histamine field is out of balance.Diuretics and water restriction in heart disease treatment can therefore be counter-indicated. Whereas a low sodium (Na, NaCl = Table Salt diet is correct but it can be necessary to supplement potassium K, using KCl which tastes like salt instead)This simple sodium - potassium imbalance affects every cell. Including brain cells. No wonder one becomes “phlegmatic”. Too much sodium, lacking potassium.Similarly too much calcium and too little magnesium and the fundamental electrolytes are out of balance leading to struggling kidneys.Science regarding Alcohol does play a role here but it is a minefield of political, emotional and financial interests, scheming agendas and I disregarded over 90% as biased and so as totally worthless.Be it water or Wine or Beer, used in right amounts these are beneficial with water undoubtedly #1.Alcohol has benefits but these benefits can lead to very wrong dosage, addiction.Moving on:Homocysteine: In short: DARN NASTYThe body will use anything to keep this chemical low for many good reasons. It is toxic, oxydative, contributes to calcification and so the body has several pathways to move it on. Not just the few on the schematic. It is a commonly not tested inflammation marker and especially in this context very important.The path via Betaine closing the ‘Methionine Cycle’ does not fulfill the main purpose of the FoMP, which is to make useful protein. {10], [6], [7], [8] and surely not to run around in endless circles.High levels of Homocysteine indicate a lack of Vitamin B6 and ev. Copper as the other steps in the schematic were shown that they can be made by the body as needed. Except Vitamin C for example.But this implies sufficient building material for P450 enzymes, minerals with Magnesium and again Zinc, asf. . .With fitting Protein, Zinc and Vitamin B6 the material feed for the DAO-gene to make DAO-enzyme is complete.This enzyme is absolutely critical to break up Histamine. Too much Histamine, is easily tested via Mosquito-bites (Swamp-test) whereas blood-tests give misleading results. The Swamp-test indicates how prone one is to swelling which is where histamine stays in place binding water (. This is very helpful for a time to attract healing to a mosquito-bite, give one a swollen foot after twisting one’s ankle but is part of increasing blood-pressure and the swollen lung observed in the Spanish-flu and CoV19 and any other flu-virus.The body will try to expel this excess fluid being water bound to Histamine via a charge bond which is relatively easily separated compared to an atom-electron bond which is by far stronger.This excess liquid is expelled into the lung and should be coughed out, which works fine with any common flu. For coughing up phlegm, water is key | Science News for StudentsIn a life threatening Flu the amount of phlegm becomes so much that for example during the Spanish-flu bedridden soldiers broke their ribs and ruptured lung tissue which led to the blood stained bed linen and still drowned in the liquid which their body made in a fighting frenzy of survival.The Chinese and other governments shared as soon as they were confident to say so that Vitamin C and Zinc do make a critical difference.Which is no surprise because if looking at the steps outlined above they both fulfill more than one function in the overall events that can make CoV19 deadly.Zinc is needed to keep the tic-toc going where the Folate process feeds into the Methionone-process as well as in numerous P450 enzymes.Vitamin C lowers the presence of the Homocysteine toxin and it does break up Histamine rendering it harmless if applied in high dosage of at least 3000mg, often well working at 10.000mg but even 20.000mg were used, showed to be beneficial at no harm at all.Knowing what we know now further support is possible: Folic, respectively folinic acid, Vitamin C, Vitamin B12, Zinc, WATER, Vitamin B6, Copper, DAO-Enzyme, Iodine, Vitamin B2, Sulfur in form of Cysteine or onion soup, ACE2 blocking medication (~Olmesartan), Magnesium, bone broth as the next line of defense.Protein is needed to make fighter cells, we need fighter cells to break up virus infected cells and to replace respectively heal damages cells!With a slow MTHFR one cannot easily heal fast enough to outpace a virus.The high Histamine presence is beneficial but the flow has to be maintained and an excessive, phlegm causing backlog has to be prevented because it is the common cause of death of drowning.Protein + B6 + Cu → DAO-Gene => DOA ENZYME! Which can be the very life savior.DAO enzyme breaks up Histamine which is being produced frantically by the body but it has to move from production to destruction all the time. If the flow stops then swelling occurs - liquid accumulates - one gets a mozzi-lump or drowns in it. because H2O attaches to the N at the whiptail of histamine which is positive. This is not an Atomic electron bond - just electrical and quite loose.As the DAO enzyme is depending on protein from the folate-methylation-process it will limpif the DAO gene is a slow edition (SNPs) the DAO enzyme will double limp.If the compound supply to run the folate-methylation-process + DAO enzyme is insufficient the whole backbone of the immune system is crippled - which one could call “immune compromised”.This happens in every flu, with H1N1s, CORONAs and others.Vitamin C can break up HISTAMINE - apart from doing a lot of other amazing beneficial things.That helps!Zinc gets used in P450 Enzymes+detox in the liver and so it can get depleted over time.Zinc + Vit C - high dosage helps with any flu, CoV19, . . .But less so if one has a SLOW MTHFR &OR SLOW DAO!The SLOW MTHFR &OR SLOW DAO gene combo is not insignificant ~ 4% but I have no good data on that. - 23andme won’t tell me ;) But for a Prime Minister or President that’s just a phone call by a secretary.Nevertheless I dare to predict that people with that combo will stick out like a bright red fence post in CoV19 death statistics with disproportionate higher numbers. But I cannot run such a study.I came across several well researched articles where those with the slow combo are liked to the Tweety-Birds in coal mines. It does not help if the birdies are falling of their perch and nobody even looks!That combo goes across all ethnicities and depending on society, habits, lifestyle, nutrition where low income, cheap fast food, SAD=Standard American Diet are parallel factors . . .Accumulated US CoV19 deaths 23–04–2020 = 46.800.Predicting another 80.000 deaths is a very optimistic guess.4% thereof = 3.20060% saved = 1.900 ~ ev. by end of June, I guess Donald T. might like that and me too.B.Gates might loose several billion though ;)Pregnancy: NatURe protects Mum and Baby in amazing ways using similar tricks but via different pathways. After birth mum is in no time in CoV19 trouble. Universal Screening for SARS-CoV-2 in Women Admitted for Delivery | NEJM - with the afterbirth the means to maintain extremely high Histamine - DAO enzyme balance are lost.As the older we get healing slows down, less growth hormone the same tricks must have helpful impact even with normal MTHFR / DAO but to guess anything sane/sensible I lack data.. . . and no it’s not as simple as I made it look like but this is sufficient to save ~ 2000 US lives and many in other countries in the next few months after the beginning of Mai.It could turn out as a total game changer. But outside the slow MTHFR + slow DAO gene I could not find satisfying information and got no helpful answers to my question either. So I had to write at least the little bit I know up.Further reading comes by the ton, it is essential and here are just some examples:Association of single nucleotide polymorphisms in the diamine oxidase gene with diamine oxidase serum activities.Associations of Polymorphisms in HRH2, HRH3, DAO, and HNMT Genes with Risk of Chronic Heart FailureWhat I put together here isn’t meant to take part in the endless ivory tower wars about power-glory-gold. It is meant to give the next generation concerned as CoV19 characteristics with being up to 5 weeks contagious and mutating fast, see: What is causing the Coronavirus in China? is equipped to stay for good, rendering vaccines nearly useless. Even a perfect lock-down of 70 days = 10 weeks will not stop CoV19 but it will make a critical difference . . . as if hit by a hammer.The phlegm wave involving histamine, salt and water is in fragments known in modern medicine and in shards in any traditional medicine. Out of MTHFR - DAO normal or slow result 4 different body - disease types with the snazzy 5th option of perfect balance. Homeostasis - to be reached fitting the type and surely not via one fits all.Anyone in early teenage years, quite safe now, will very likely be confronted with the consequences of too slow and inadequate responses to eradicate the threat before it could get a worldwide foothold.This overview being meant as protection in the future of now teenagers I must point out to begin with pulling Homocysteine down via B6 and Cu as needed and not work hicklety-pickelty as modern medicine does but along the process backwards from the FoMP -> DAO-enzyme ‘exit’ is crucial. This is already sufficiently documented and thoroughly disrespected.Asian countries as well as NZ, Oz and others went for a complete lock-up, lock-out, lock=down early enough but too many others did not or could not and the world will look very differently after CoV19 infections abate. Odds are, it won’t ever go away but will become manageable as Asian countries already demonstrated.To do OK, well, or better a fresh, well adapted approach will be needed and applied, like Anthony Zarrella's answer to Which companies have had the best business strategies to stay alive and prosperous during the COVID-19 pandemic?💗 WMore at: Asperger'sAirway Mucus Function and Dysfunction - PUBMEDObservations on the sodium and potassium content of mucus from the large intestine. - PUBMED