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@sarvo-patel
Earthrise 24 Dec 1968
Leaving CMU
Dear Friends,
As some of you may have already heard, I’m leaving CMU to join Amazon, effective July 1, 2016. There I will be in charge of Amazon’s Cloud Machine Learning Platform with the task to make machine learning as easy to use and widespread as it could possibly be. This is a terrific task and it was an offer that I could not turn down. Our lab will be in the Bay Area and we will strive to turn the state of the art in machine learning research into the state of the art in industry. Both in terms of scale and in terms of model sophistication. This is a very exciting time and I’m looking forward to it. If all goes well, this will raise the bar also in academia.
I wanted to say thanks to everyone who’s helped us along on this journey. First off, an absolutely outstanding cast of PhD students I’ve had the pleasure of working with. Mu, Manzil, Zichao, Fish, Yu-Xiang, Seth, Alex, Ziqi, Wei, Yining, Chao-Yuan, Sashank, you guys rock! And yes, most of you are smarter than me, and this has been utterly delightful. Second, I wanted to thank to thank the terrific CMU faculty. I learned a lot and the past 4 years have been a wonderful experience. Many thanks, in particular to Dave, Andy, Andrew, Tom, Geoff, Nina, Christos, Ryan, Barnabas, Larry, Jaime and Kayvon. Many thanks for your advice, help, insight, and collaboration. What we achieved in the past 4 years would not have been possible without a great team. And thanks to Mallory and Diane to keep the ship running no matter what, and thanks to Russ for keeping the accounting in good shape and for putting up with last minute updates. Apologies if I forgot someone on this list (I probably have). It has been wonderful to work with you and I dearly love CMU. So why the change? Here’s the reasoning that went into deciding to go to Amazon: Our goal as machine learning researchers is to solve deep problems (not just in deep learning) and to ensure that this leads to algorithms that are actually used. At scale. At sophistication. In applications. The number of people I could possibly influence personally through papers and teaching might be 10,000. In Amazon we have 1 million developers using AWS. Likewise, the NSF thinks that a project of 3 engineers is a big grant (and it is very choosy in awarding these grants). At Amazon we will be investing an order of magnitude more resources towards this problem. With data and computers to match this. This is significant leverage. Hence the change.
We will try to give back to the academic community, to contribute back, e.g. through open source. And the goal is to engage it more deeply. I cannot give more specifics yet but good things will happen. Stay tuned.
Technically I will be on leave of absence until August 2017. This is mostly to ensure that the students are taken care of and that grants are in good shape. I’ll be reaching out to many of you directly (the reason why I haven’t done this to all of you yet is that I’m in the middle of moving).
Let’s stay in touch. And, obviously, if you’re interested in joining me on this journey (or have students who would like to come along), please let me know.
Best, Alex
PS: I’m posting this letter (which was intended for my team at CMU and my colleagues there) after screenshots of parts of it seem to have gone live on Weibo.
Lesson Learnt
It was an exciting day yesterday, because I hanged out with friends which I never did or enjoyed before. The creepy feelings of hanging out with friends have always pulled me back from enjoying the moments.
But my perception was totally wrong about going out and hanging out. Although it’s too late to realize this because my college day’s are over, and people here in India believes that after graduating you never get times to spend with friend’s .And yes, I will always have regret for this. So I guarantee you that you will never regret for hanging out with friend’s , and will always regret for not hanging out. It’s part of living life I believe. I was perhaps taking my life too hard .
Finally I am part of the group who had turned me down on fresher’s day(It’s a day organised by senior for junior to make feel them comfortable), and that was perhaps the most embrassing day of my life. So lesson learnt here is that if you are not too bad then there’s a probability always lie you can become friend of anyone.
Yesterday we went to CCD to hangout, And she(Neha) made every wisest decision that she could to make me comfortable ,and I was. Especially the talks of Anurag , he tried every possible ways to make us laugh .And one more ,I went for grocery shopping with Shree,and that was also a special momonts.
OVERALL IT WAS A BRAND NEW XPERIENCE
A dark night is good for your health
Today most people do not get enough sleep. The Centers for Disease Control and Prevention (CDC) has called insufficient sleep an epidemic. While we are finally paying attention to the importance of sleep, the need for dark is still mostly ignored.
That’s right. Dark. Your body needs it too.
Being exposed to regular patterns of light and dark regulates our circadian rhythm. Disruption of this rhythm may increase the risk of developing some health conditions including obesity, diabetes and breast cancer
Light regulates our sleep and wake patterns
The physiological processes that control the daily cycle of sleep and wake, hunger, activity levels, body temperature, melatonin level in the blood, and many other physiological traits are called the endogenous circadian rhythm.
On its own, the endogenous circadian rhythm is nearly, but not exactly, 24 hours. Our bodies rely on the Sun to reset this cycle and keep it at precisely 24 hours, the length of our days. The light – and the dark – are important signals for the cycle. This circadian rhythm has developed over three billion years as life evolved on Earth in the context of the Sun’s day/night cycle. It is built deeply into our genetic makeup.
During the night, in the dark, body temperature drops, metabolism slows, and the hormone melatonin rises dramatically. When the Sun comes up in the morning, melatonin has already started falling, and you wake up. This natural physiological transition into and out of night is of ancient origin, and melatonin is crucial for the process to proceed as it should.
If you were to put someone in a dark cave with no time cues at all, the cycle will last about 24 hours, but not exactly. Without time cues like those from the Sun, eventually that person would become out of sync with people outside. In fact many profoundly blind people, who cannot perceive light, must cope with this de-synchronization in their daily lives.
What does your body do in the dark?
Many things happen to our bodies during the dark. Levels of the hormone leptin, which helps control hunger, go up. High levels of leptin mean we do not feel hungry while low levels make us hungry.
Why does leptin go up in the dark? Since we evolved without artificial light at night, one theory holds that leptin goes up at night because it would be good to not be hungry during the night, rather than needing to forage in the dark and possibly get into trouble.
This fasting that should happen every night, and why we call the first meal in the morning “breakfast.” Experiments in human beings have shown that sleep disruption and turning on lights lowers leptin levels which makes people hungry in the middle of the night.
In the last decade or two it has become clear that the genes which control the endogenous circadian rhythm (the “clock genes”) also control a large part of our entire genome including genes for metabolism (how we process the food we eat), DNA damage response (how we are protected from toxic chemicals and radiation), and cell cycle regulation and hormone production (how our cells and tissues grow).
Light at night disrupts these processes. The changes that result from exposure to electric light at night have biological connections to disease and conditions that are common in the modern world today including obesity, diabetes, cancer and depression.
Blue light, red light, no light
Not all light is the same – some kinds of light make you more alert and more awake, and others have less of an effect.
Light from the Sun is strong in blue, short wavelength light, although it includes all other colors as well. That’s important in the morning when we need to be alert and awake. But when it comes in the evening or during the night, it fools the body into thinking it’s daytime. We now know that this bright blue light has the strongest effect on lowering melatonin during the night.
Your tablet, phone, computer or compact fluorescent lamp (CFL) all emit this kind of blue light. So using these devices in the evening can prevent that primordial physiological transition to night from occurring. This makes it harder to sleep and might also increase the longer term risk of ill-health.
Other kinds of light, like dimmer long wavelength yellow and red light, have very little effect on this transition. This is the kind of light from a campfire or a candle; even the old fashioned incandescent light bulb is dimmer and redder than the new CFL.
Only in the last 20 years have we acquired a basic biological understanding of how the eye’s retina tells the circadian system it is daytime. Now we know that blue, short wave-length light is captured by the newly discovered photopigment melanopsin in the retina, and that when blue light stops, we start our physiological transition to nighttime mode.
Electricity changed the way we sleep
Before electricity, people experienced bright, full-spectrum days of sunlight and dark nights. We slept in a different way than we do now. The dark lasted about twelve hours and during this time people slept for eight or nine hours in two separate bouts, and were awake, but in the dark, for another three or four hours.
Everything changed when electric lighting was invented in the latter part of the 19th century. Since then there has been an ever increasing assault on dark. Outdoor environments are relentlessly lit, and more and more people use computer tablets and smart phones at all hours, bathing their faces in bright blue light at times of day when they should be transitioning to nighttime physiology.
When people get away from the city and its artificial light to go camping, they often notice a marked improvement in their sleep. A recent study has verified this effect.
Today, most of us get too little light during the day and too much at night for our circadian rhythm to function at its best. It is the rare person who sleeps in a completely dark bedroom, and many people get very little sunlight because they work inside all day long.
What can you do for your circadian health? Get bright, blue light in the morning (preferably from the Sun), and use dim, longer wavelength light (more yellow and red like incandescent) in the evening. And sleep in the dark.
This will certainly improve sleep, and may reduce risk of later disease.
Source
High School/Jr.High
10 PRINT "HELLO WORLD" 20 END
First year in College
program Hello(input, output) begin writeln('Hello World') end.
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(defun hello (print (cons 'Hello (list 'World))))
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#include <stdio.h> void main(void) { char *message[] = {"Hello...
Fiction gives us a second chance that life denies us.
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Five Discoveries Taking Science By Surprise:
1 | Lifestyle can change genes
We have come to think that if something is “in our genes”, it is our inevitable destiny. However, this is a gross oversimplification. We have each inherited a particular set of genes, but the outcome of that inheritance is not fixed. Our environment, diet and circumstance flood our bodies with molecules that switch the genes on or off. The result can make a huge difference to our destiny – and that of our descendants.
One example of these “epigenetic” changes occurs when a bundle of carbon and hydrogen atoms known as a methyl group attaches itself to the DNA and changes the way its instructions are carried out. The degree of the effect depends on the exact shapes into which the DNA in cells is coiled; sometimes certain genes become more or less exposed to external influences. But it can have major effects: the effect of methyl groups on DNA can make the difference between a foetus being healthy or stillborn.
Methyl groups often come from what we eat. Lack of food seems to have an epigenetic effect, too. A study of Dutch women starved by the Nazis during the second world war – the British actress Audrey Hepburn was among them – has found elevated levels of schizophrenia, breast cancer and heart disease. The data suggest that the alterations to which genes are turned on or off survive at least two generations: the one that suffered in the womb during the famine, and their children.
They may go much further. A 2011 study published by researchers at the Salk Institute in La Jolla, California, demonstrated epigenetic mutations that lasted for at least 30 generations in plants. So far, we haven’t proved such long-term changes in humans but there are hints that epigenetics cascades through the generations.
A 2001 study traced the long-term effects of nutrition – and malnutrition. Controlling for socioeconomic factors, a boy approaching puberty who overate at the beginning of the last century generally reduced his grandson’s life expectancy by a whopping 32 years. Other studies show that if boys start smoking before the age of 11 their sons will be significantly more overweight by age nine than their peers with fathers who only took up smoking later. The only way this can happen is if the act of smoking tobacco triggers some epigenetic change in the way DNA is activated in their sperm.
Standard biological thinking says that the body strips away molecules such as a methyl group from sperm and eggs so that they are “reset” to their default state. However, a study published by Cambridge researchers last year showed that approximately 1% of the changes get through the erasure process unscathed. What you eat, what your mother ate, the age when your grandfather started smoking, the amount of pollution in your neighbourhood – these factors have all been linked to epigenetic changes that get passed down through the generations. Armed with this new insight, we can take far more control of our health – and the health of future generations.
2 | The mind can affect the body
Positive thinking: the state of our mind affects our physical health. Photograph: Alamy
The US National Oceanographic and Atmospheric Administration has a piece of advice for anyone trying to survive immersion in freezing cold water: “Keep a positive attitude. Will to live makes a difference.” Does it really? It seems so.
We know that simple mind tricks can suppress the immune system in animals. First, you teach rats to associate saccharine with a stomach upset by spiking sweet drinks with a drug called cyclophosphamide. Then you just give them saccharine. They will be significantly more susceptible to pathogens than animals given saccharine but no conditioning.
Humans are not exempt from mind-immune system connections. Research carried out on 4,000 people over a 12-year period showed that a man whose wife has just died had a 25% higher chance of dying in those 12 years. The bereaved reported heart and circulatory problems twice as often as people in the control group.
In 2010 a study conducted in the US enumerated the dangers of loneliness. If you have “adequate” social connections, you are 50% more likely to live to the end of a specified period than those who are lonely. In other words, the effect of having good friends is roughly similar to giving up smoking or making a significant cut to your intake of alcohol. A 2012 study, which followed 2,000 US citizens aged 50 and above, found that being chronically lonely was associated with being almost twice as likely to die over the period of the study. Another 2012 study found that elderly people who simply want to live longer do indeed have a better life expectancy regardless of their physical health at the time their desire is expressed.
What used to be dismissed by science as superstition or old wives’ tales is now coming to the fore. The state of our minds has a palpable effect on our bodies, meaning that we are finally learning how to protect ourselves better from the worst ravages of illness.
Such knowledge is improving our state of mind too. In 2011 Hasse Karlsson, professor of psychiatry at the University of Helsinki, looked at 20 studies of brain changes induced by psychotherapy and concluded that we are moving towards a situation where we know so much about what psychotherapy does – how our subjective experience can be manipulated to change the physical structures of the brain – that specific types of psychotherapy can be used to target particular brain circuits. As Nobel laureate Eric Kandel has put it: “Psychotherapy is a biological treatment, a brain therapy.”
Sigmund Freud started this field in 1895. However, his “Project for a Scientific Psychology" was a miserable failure because we knew too little about the brain. Now, though, we have much better tools with which to explore the mind’s effect on the body, and Freud’s abandoned programme is finally bearing fruit.
3 | Quantum effects exist in biology
Plants use quantum theory to harvest energy from the sun. Photograph: Power & Syred/SPL
If you were designing life from scratch, you’d probably want to avoid the vagaries of quantum theory. Quantum particles such as atoms and electrons do strange things. They can be in two different places at once, or be affected by measurements performed on other particles. Surely such things could only be a hindrance to the smooth functioning of life’s processes?
That’s certainly what the physicist Erwin Schrödinger said in 1944. Life, he decided, had to be built on a scale that would bury all the weird quantum effects. But Schrödinger was wrong. Plants, for instance, use quantum theory to harvest energy from the sun.
Experiments performed on algae (their light-harvesting equipment is a little more accessible to experiments) have shown that they can channel the sun’s energy using “superposition”, where the energy travels through the organism using many paths at once. This trick effectively searches all possible paths simultaneously, and finds the quickest and thus most energy-efficient route. That means the energy reaches the plant’s storage centre before it dissipates.
There are also hints that smell is a quantum sense. Our noses appear to work by sensing the natural vibration frequencies of the bonds between atoms in molecules. Those frequencies determine whether a smell receptor is switched on and sends a signal to the brain. The best explanation for experimental observations involves an electron using a phenomenon known as quantum uncertainty to tunnel through a seemingly impenetrable barrier. Essentially, it borrows energy from the universe in order to leap across an empty space in the smell receptors and trigger the brain’s sense of smell. As long as it returns the energy quickly enough, the electron can use as much as it needs. This “quantum tunnelling” phenomenon is also at the heart of modern electronics.”
Then there’s the navigation trick birds use for migration. Studies of the European robin (and the robin had to wear a cute little eyepatch during this research) suggest that a particular configuration of a molecule in the robin’s retina – a configuration that can only be explained by the rules of quantum theory – allows the bird to sense Earth’s magnetic field and thus determine the direction in which it should fly.
We don’t know what other quantum feats nature performs, but the fact that these things happen in the warm, wet world of biological material suggests that we are missing a trick. At the moment, we can only access the quantum world if we cool atoms and molecules down to near absolute zero and isolate them from all vibrations and other disturbances. If we can work out how nature functions without such precautions, we might be able to harness quantum theory for ourselves, creating highly efficient solar panels, for instance, or super-sensitive navigation tools.
4 | The universe is a computer (and we are the programmers)
The study of black holes has led scientists to question the very nature of reality. Photograph: Nasa
At the forefront of knowledge – the place geneticist Jacob Bronowski once referred to as “the edge of uncertainty” – the biggest thinkers are starting to come to terms with an extraordinary idea. The universe, they say, behaves exactly like a computer, processing and generating information. In this scenario, we, by our conscious and unconscious actions, are playing the role of that computer’s programmers.
The first person to think of the cosmos as a human-powered computer was science-fiction author Isaac Asimov. In 1956, in The Last Question, he imagined a situation where two people engage in a bet that ends with humanity absorbed into the intelligent processor that we know as the universe. This was the inspiration behind Douglas Adams’s depiction of the Earth as a supercomputer in The Hitchhiker’s Guide to the Galaxy.
Truth, though, seems to be stranger than fiction. In the past few years, MIT engineer Seth Lloyd has calculated that a single atom can carry 20 binary digits (bits) of information and that two atoms can collide with an outcome that is entirely equivalent to the information processing that goes on within a computer. The concentration of chemicals within a mix can also store bits: cause these chemicals to react together, and they too can process the information like a computer. Viewed from this perspective, the whole universe is busy performing computations.
According to Lloyd’s calculations, a kilogram of matter can perform around a million billion billion billion billion billion operations every second. That processing power is applied to about 10 thousand billion billion billion bits of information. Since time began, Lloyd has calculated, the universe has performed around 10 to the power of 122 operations on 10 to the power of 92 binary digits. What are those operations? We see them as chemistry and physics, as the processes of life and the mechanisms of thought.
There are many more implications to this branch of science – it appears, for instance, that what we call reality is actually a projection of information held at the edge of the universe. The conclusion comes from the study of black holes. One of the sacred laws of physics is that information can’t be destroyed. That’s a problem when you consider the information contained in things that fall into black holes – unless it remains at the event horizon, which is the spherical “point of no return” surrounding a black hole. That means all the information about what’s inside the black hole is held at its edge. If that’s true for black holes, it’s probably true for the universe as a whole. And that means we are effectively the “holographic projection” of the information held on the spherical shell of the universe.
Whatever the truth we eventually settle on, it seems that life does have some meaning. Where scientists used to say we live out a purposeless existence, it turns out that we, by our actions and minds, are programming the universe. Or, as Carl Sagan put it: “We are a way for the universe to know itself.”
5 | Human beings are nothing special
Humans are not the only animals that use tools or have personality types. Photograph: Tim Gainey/Alamy
We have been taught to think of ourselves as the pinnacle of creation, but that pinnacle is getting rather crowded. In many cases, crows and chimps can use tools – and sometimes abstract reasoning – better than humans. If it’s culture that makes you feel superior, visit the Tanzanian Gombe chimps, Canadian killer whale communities or Australian dolphins: they all show distinct cultural practices in the way they relate with one another, hunt or sing. Animals show personality and morality – elephants can be empathetic or insensitive, rats can be lovers of fair play, spiders can be bold or spineless, chipmunks can be extrovert or shy. Cockroaches have feelings, too, it turns out.
Even the hard facts are letting us down: at the moment, researchers know of only a handful of genes unique to humans; it’s thought that, when the count is finished and the numbers are totted up, fewer than 20 of our 20,000 genes will be exclusively human.
It’s ironic that biology’s love of hard facts is what has delayed our discoveries about the things we share with animals. Darwin was quite convinced of animal personality, compassion and feelings. However, the 1882 publication of George Romanes’s book Animal Intelligence, a schmaltzy anthology of readers’ tales and anecdotes, sent scientists running from the subject, and it became taboo for nearly a century. That is why Jane Goodall suffered endless insults and derision for her assertions that chimps did not all behave the same way, and that they exhibited moods and personalities, went through childhood and adolescence and grieved at the deaths of their relatives.
One thing does set us apart: our linguistic abilities. These, however, are a quirk of evolution. Although nothing in the animal kingdom is using what we think of as language, gestures used by bonobos and orangutans come close. The fact that we have slightly different anatomical arrangements that allow us to speak is hardly a marker of a fundamental difference.
So we are top of the class, perhaps, but not in a class of our own. This understanding should lead us to re-examine the relationship we have with animals. It is already becoming clear that their personalities affect their ability to survive habitat change. A 2004 study of the three-spined stickleback found that the chemical ethinyl estradiol, which is contained in birth-control pills and has been found in significant concentrations in waterways around the world, makes female sticklebacks exhibit more risky behaviour. The result is lower survival times compared with those in unpolluted waters.
Our responsibility goes beyond habitat pollution and destruction. Our discoveries mean we are already changing the way (and extent to which) we experiment on animals. The next step may be more far‑reaching: how comfortable would we be, for instance, eating a lobster that we knew was terrified by its capture?
By now you know that the only thing keeping your online accounts safe is the thin wall known as the password. And that the only good password is a bunch of gibberish you can't possibly memorize. How do you stay safe without writing everything down on unsafe paper? With a password manager. We'll show how how to get set up.
When I was little I was upset and questioning something, and my dad told me ‘don’t expect a bull not to charge at you just because you’re a vegetarian.’ It always stuck with me as a way to realize, yes, life is unfair but you still can live it any way you want.
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