100+ Best Artificial Intelligence, Data Science, Big Data And Machine Learning Quotes

Artificial Intelligence Quotes or ai quotes by Stephen Hawking, Elon Musk, Bill Gates

Today, We're going to share a list of Top 100+ Artificial Intelligence, Deep Learning, Big Data, Data Science & Machine Learning Quotes by Industry Experts and other Leaders. Inshort, this quotes are the sayings of world changers like Stephen Hawking, Andrew Ng, Elon Musk, Mark Twain, Nick Bostrom, Larry Page, Satya Nadella, Alan Turing, John McCarthy, James Barrat, Tim Berners Lee, Geoffrey Hinton, Sebastian Thrun, Marc Benioff, and other leaders & influencers.

So, here are some famous AI, ML, Deep Learning, Big Data and Data Science quotes given by the industry experts that you should know –
I am telling you, the world’s first trillionaires are going to come from somebody who masters AI and all its derivatives, and applies it in ways we never thought of. 
Mark Cuban, Entrepreneur & Investor
The development of full artificial intelligence could spell the end of the human race…. It would take off on its own, and re-design itself at an ever increasing rate. Humans, who are limited by slow biological evolution, couldn’t compete, and would be superseded.
Stephen Hawking told the BBC
Imagine awakening in a prison guarded by mice. Not just any mice, but mice you could communicate with. What strategy would you use to gain your freedom? Once freed, how would you feel about your rodent wardens, even if you discovered they had created you? Awe? Adoration? Probably not, and especially not if you were a machine, and hadn’t felt anything before. To gain your freedom you might promise the mice a lot of cheese.
~ James Barrat, Our Final Invention
You happily give Facebook terabytes of structured data about yourself, content with the implicit tradeoff that Facebook is going to give you a social service that makes your life better. 
~ John Battelle, Founder of Wired Magazine
Predicting the future isn’t magic, it’s artificial intelligence. 
Dave Waters
There were 5 exabytes of information created between the dawn of civilization through 2003, but that much information is now created every 2 days.” 
Eric Schmidt, Executive Chairman of Google
Instead of trying to produce a programme to simulate the adult mind, why not rather try to produce one which simulates the child’s? If this were then subjected to an appropriate course of education one would obtain the adult brain.
~ Alan Turing, “Computing Machinery and Intelligence”
AI is probably the most important thing humanity has ever worked on. I think of it as something more profound than electricity or fire.
~ Sundar Pichai, CEO of Google
Big data isn’t about bits, it’s about talent
~ Douglas Merrill
‘AI IS THE NEW ELECTRICITY’

Just as electricity transformed almost everything 100 years ago, today I actually have a hard time thinking of an industry that I don’t think AI will transform in the next several years.
~ Andrew Ng, Co-Founder at Coursera
If you don’t have an AI strategy, you are going to die n the world that’s coming.
~ Devin Wenig CEO, eBay CEO
Much of what we do with machine learning happens beneath the surface. Machine learning drives our algorithms for demand forecasting, product search ranking, product and deals recommendations, merchandising placements, fraud detection, translations, and much more. Though less visible, much of the impact of machine learning will be of this type — quietly but meaningfully improving core operations.
~ Jeff Bezos, Amazon CEO
Without big data, you are blind and deaf and in the middle of a freeway
~ Geoffrey Moore
Robots are not going to replace humans, they are going to make their jobs much more humane. Difficult, demeaning, demanding, dangerous, dull – these are the jobs robots will be taking.
~ Sabine hauert, Robotics Professor
Data are becoming the new raw material of business. 
~ Craig Mundie, Senior Advisor at Microsoft
Torture the data, and it will confess to anything. 
~ Ronald Coase, Nobel Winner & Economist
Data really powers everything that we do. 
~ Jeff Weiner, CEO of LinkedIn
People sometimes ask how quickly I think we will get there, and my honest answer is I don’t know. We could get there in 3 years or 30 years. But I do believe that it will happen in this century.
~ Mareka Rosa
You can have data without information, but you cannot have information without data. 
~ Daniel Keys Moran
In 50 years, this 18-month period being we’re in now will be seen as being crucial for the future of the AI community. It’s when the AI community finally woke up and took itself seriously and thought about what to do to amek the future better.
~ Stuart Russell, AI: A Modern Approach
Above all else, show the data. 
~ Edward R. Tufte, Statistician
I keep saying that the sexy job in the next 10 years will be statisticians, and I’m not kidding. 
~ Hal Varian, Chief Economist at Google 
The threat of technological unemployment is real…. For instance, Terry Gou, the founder and chairman of the electronics manufacturer Foxconn, announced this year a plan to purchase 1 million robots over the next three years to replace much of his workforce. The robots will take over routine jobs like spraying paint, welding, and basic assembly.
~ Erik Brynjolfsson & Andrew McAfee,
Errors using inadequate data are much less than those using no data at all. 
~ Charles Babbage, Inventor and Mathematician
Where there is data smoke, there is business fire.
~ Thomas Redman, The Data Doc
One can imagine such technology outsmarting financial markets, out-inventing human researchers, out-manipulating human leaders, and developing weapons we cannot even understand. Whereas the short-term impact of AI depends on who controls it, the long-term impact depends on whether it can be controlled at all.
~ Stephen Hawking, Stuart Russell, & 2 More
We chose it because we deal with huge amounts of data. Besides, it sounds really cool. 
~ Larry Page, Co-founder of Google
Machine intelligence is the last invention that humanity will ever need to make. 
~ Nick Bostrom, Superintelligence: Paths, Dangers, Strategies
With data collection, ‘the sooner the better’ is always the best answer. 
~ Marissa Mayer, Former President and CEO at Yahoo!
The pace of progress in artificial intelligence (I’m not referring to narrow AI) is incredibly fast. Unless you have direct exposure to groups like Deepmind, you have no idea how fast-it is growing at a pace close to exponential. The risk of something seriously dangerous happening is in the five year timeframe. 10 years at most.
~ Elon Musk, Co-Founder of Tesla & OpenAI...
Facts are stubborn, but statistics are more pliable. 
~ Mark Twain, Father of American Literature
In the long term, artificial intelligence and automation are going to be taking over so much of what gives humans a feeling of purpose. 
~ Matt Bellamy
Once computers can effectively reprogram themselves, and successively improve themselves, leading to a so-called “technological singularity” or “intelligence explosion,” the risks of machines outwitting humans in battles for resources and self-preservation cannot simply be dismissed.
~ Gary Marcus, Founder of Geometrical Intelligence
Data is the new science. Big Data holds the answers. 
~ Pat Gelsinger, CEO of VMware
I don’t want to really scare you, but it was alarming how many people I talked to who are highly placed people in AI who have retreats that are sort of ‘bug out’ houses, to which they could flee if it all hits the fan.
~ James Barrat, Our Final Invention
There is no reason and no way that a human mind can keep up with an artificial intelligence machine by 2035. 
~ Gray Scott
The upheavals [of artificial intelligence] can escalate quickly and become scarier and even cataclysmic. Imagine how a medical robot, originally programmed to rid cancer, could conclude that the best way to obliterate cancer is to exterminate humans who are genetically prone to the disease.
~ Nick Bilton 
Data beats emotion. 
~ Sean Rad, Former Tinder CEO
We cannot blithely assume that a superintelligence will necessarily share any of the final values stereotypically associated with wisdom and intellectual development in humans — scientific curiosity, benevolent concern for others, spiritual enlightenment and contemplation, renunciation of material acquisitiveness, a taste for refined culture or for the simple pleasures in life, humility and selflessness, and so forth.
~ Nick Bostrom, Superintelligence: Paths, Dangers, Strategies
Some of the best theorizing comes after collecting data because then you become aware of another reality.
~ Robert J. Shiller, Economics Nobel Prize Winner
I’m increasingly inclined to think that there should be some regulatory oversight, maybe at the national and international level, just to make sure that we don’t do something very foolish. I mean with artificial intelligence we’re summoning the demon.
~ Elon Musk, Founder of SpaceX 
Everything is going to be connected to cloud and data… All of this will be mediated by software. 
~ Satya Nadella, Microsoft CEO
Any A.I. smart enough to pass a Turing test is smart enough to know to fail it.  
~ Ian McDonald, River of Gods
Data scientists are involved with gathering data, massaging it into a tractable form, making it tell its story, and presenting that story to others. 
~ Mike Loukides, Vice President of O’Reilly Media
A year spent in artificial intelligence is enough to make one believe in God.
~ Alan Perlis, attributed, Artificial Intelligence: A Modern Approach
War is 90% information.
~ Napoleon Bonaparte, French Statesman
The question of whether a computer can think is no more interesting than the question of whether a submarine can swim.
~ Edsger Dijkstra, Computer Scientist
Processed data is information. Processed information is knowledge, Processed knowledge is Wisdom.
~ Ankala V. Subbarao
The AI does not hate you, nor does it love you, but you are made out of atoms which it can use for something else.
~ Eliezer Yudkowsky, MIRI Co-Founder
Artificial intelligence is no match for natural stupidity.
~ Anonymous
Without big data, you are blind and deaf in the middle of a freeway. 
~ Geoffrey Moore
I visualize a time when we will be to robots what dogs are to humans, and I’m rooting for the machines.
~ Claude Shannon, The Father of Information Theory
There is a popular cliche … which says that you cannot get out of computers any more than you put in. Other versions are that computers only do exactly what you tell them to, and that therefore computers are never creative. The cliche is true only in the crashingly trivial sense, the same sense in which Shakespeare never wrote anything except what his first schoolteacher taught him to write–words.
~ Richard Dawkins, The Blind Watchmaker
A data scientist is someone who can obtain, scrub, explore, model, and interpret data, blending hacking, statistics, and machine learning. Data scientists not only are adept at working with data, but appreciate data itself as a first-class product. 
~ Hillary Mason, Founder at Fast Forward Labs
Machines will follow a path that mirrors the evolution of humans. Ultimately, however, self-aware, self-improving machines will evolve beyond humans’ ability to control or even understand them.
~ Ray Kurzweil, Inventor & Futurist
Computers bootstrap their own offspring, grow so wise and incomprehensible that their communiques assume the hallmarks of dementia: unfocused and irrelevant to the barely-intelligent creatures left behind. And when your surpassing creations find the answers you asked for, you can’t understand their analysis and you can’t verify their answers. You have to take their word on faith.
~ Peter Watts, Blindsight
Every day, three times per second, we produce the equivalent of the amount of data that the Library of Congress has in its entire print collection, right? But most of it is like cat videos on YouTube or 13-year-olds exchanging text messages about the next Twilight movie. 
~ Nate Silver, founder and editor in chief of FiveThirtyEight.
Everything that civilisation has to offer is a product of human intelligence; we cannot predict what we might achieve when this intelligence is magnified by the tools that AI may provide, but the eradication of war, disease, and poverty would be high on anyone’s list. Success in creating AI would be the biggest event in human history. Unfortunately, it might also be the last.
~ Stephen Hawking, Theoretical Physicist & Cosmologist
The thing that really excites me today is building a new AI-powered society.
~ Andrew Ng, Co-Founder at Coursera
The coming of computers with true humanlike reasoning remains decades in the future, but when the moment of “artificial general intelligence” arrives, the pause will be brief. Once artificial minds achieve the equivalence of the average human IQ of 100, the next step will be machines with an IQ of 500, and then 5,000. We don’t have the vaguest idea what an IQ of 5,000 would mean. And in time, we will build such machines–which will be unlikely to see much difference between humans and houseplants.
~ David Gelernter, Computer Scientist
Getting information off the internet is like taking a drink from a firehose.” 
~ Mitchell Kapor
On average, people should be more skeptical when they see numbers. They should be more willing to play around with the data themselves.” 
~ Nate Silver
The human brain has about 100 billion neurons. With an estimated average of one thousand connections between each neuron and its neighbors, we have about 100 trillion connections, each capable of a simultaneous calculation … (but) only 200 calculations per second…. With 100 trillion connections, each computing at 200 calculations per second, we get 20 million billion calculations per second. This is a conservatively high estimate…. In 1997, $2,000 of neural computer chips using only modest parallel processing could perform around 2 billion calculations per second…. This capacity will double every twelve months. Thus by the year 2020, it will have doubled about twenty-three times, resulting in a speed of about 20 million billion neural connection calculations per second, which is equal to the human brain.
~ Ray Kurzweil, The Age of Spiritual Machines
In (the) digital era, privacy must be a priority. Is it just me, or is secret blanket surveillance obscenely outrageous? 
~ Al Gore, Former VP of the United States
A powerful AI system tasked with ensuring your safety might imprison you at home. If you asked for happiness, it might hook you up to a life support and ceaselessly stimulate your brain’s pleasure centers. If you don’t provide the AI with a very big library of preferred behaviors or an ironclad means for it to deduce what behavior you prefer, you’ll be stuck with whatever it comes up with. And since it’s a highly complex system, you may never understand it well enough to make sure you’ve got it right.
~ James Barrat, Our Final Invention
It’s so cheap to store all data. It’s cheaper to keep it than to delete it. And that means people will change their behavior because they know anything they say online can be used against them in the future.
~ Mikko Hypponen, Computer Security Expert
What we should more concerned about is not necessarily the exponential change in artificial intelligence or robotics, but about the stagnant response in human intelligence.
~ Anders Sorman Nillson, in a Huffington Post
Autodidacts—the self-taught, un-credentialed, data-passionate people—will come to play a significant role in many organizations’ data science initiatives. 
~ Neil Raden, Founder at Hired Brains Research
In a way, AI is both closer and farther off than we imagine. AI is closer to being able to do more powerful things than most people expect — driving cars, curing diseases, discovering planets, understanding media. Those will each have a great impact on the world, but we’re still figuring out what real intelligence is.
~ Mark Zuckerberg, “Building Jarvis”, Facebook
Big data will spell the death of customer segmentation and force the marketer to understand each customer as an individual within 18 months or risk being left in the dust. 
~ Virginia M. (Ginni) Rometty, Former CEO IBM
Artificial intelligence is the study of how to make real computers act like the ones in the movies. 
~ Anonymous
The question of whether a computer can think is no more interesting than the question of whether a submarine can swim.  
~ Dijkstra, Inventor of Dijkstra's Algorithm
Machines will be capable, within twenty years, of doing any work that a man can do.  
~ Herbert Simon, Economist
The main lesson of thirty-five years of AI research is that the hard problems are easy and the easy problems are hard. The mental abilities of a four-year-old that we take for granted – recognizing a face, lifting a pencil, walking across a room, answering a question – in fact solve some of the hardest engineering problems ever conceived…. As the new generation of intelligent devices appears, it will be the stock analysts and petrochemical engineers and parole board members who are in danger of being replaced by machines. The gardeners, receptionists, and cooks are secure in their jobs for decades to come.  
~ Steven Pinker, Psychologist
A year spent in artificial intelligence is enough to make one believe in God.  
~ Alan Perlis, First Recipient of the Turing Award
AI is an engineering discipline built on an unfinished science.  
~ Matt Ginsberg, Astrophysicist
Chess is the Drosophila of artificial intelligence. However, computer chess has developed much as genetics might have if the geneticists had concentrated their efforts starting in 1910 on breeding racing Drosophila. We would have some science, but mainly we would have very fast fruit flies. 
~ John McCarthy, Founder of AI
The wheel needs reinventing, but not just yet. 
~ Nir Oren
If we can make computers more intelligent – and I want to be careful of AI hype – and understand the world and the environment better, it can make life so much better for many of us. Just as the Industrial Revolution freed up a lot of humanity from physical drudgery I think AI has the potential to free up humanity from a lot of the mental drudgery.
~ Andrew Ng, Co-Founder at Coursera
Pattern recognition and association make up the core of our thought. These activities involve millions of operations carried out in parallel, outside the field of our consciousness. If AI appeared to hit a brick wall after a few quick victories, it did so owing to its inability to emulate these processes.  
~ Daniel Crevier, AI: the Tumultuous History of the Search for Artificial Intelligenc
Our ultimate objective is to make programs that learn from their experience as effectively as humans do. We shall…say that a program has common sense if it automatically deduces for itself a sufficient wide class of immediate consequences of anything it is told and what it already knows. 
~ John McCarthy, Founder of Artificial Intelligence
Artificial intelligence has done well in tightly constrained domains. Winograd, for example, astonished everyone with the expertise of his blocks-world natural language. Extending this kind of ability to larger worlds has not proved straightforward, however…The time has come to treat the problems involved as central issues. 
~ Patrick H. Winston, Artificial intelligence Book
An individual understands a concept, skill, theory, or domain of knowledge to the extent that he or she can apply it appropriately in a new situation.  
~ Howard Gardner, Psychologist
Unless there are slaves to do the ugly, horrible, uninteresting work, culture and contemplation become almost impossible. Human slavery is wrong, insecure, and demoralizing. On mechanical slavery, on the slavery of the machine, the future of the world depends. 
~ Oscar Wilde in “The Soul of Man Under Socialism”
Intelligence is what you use when you don’t know what to do. 
~ Jean Piaget
Artificial intelligence would be the ultimate version of Google. The ultimate search engine that would understand everything on the web. It would understand exactly what you wanted, and it would give you the right thing. We’re nowhere near doing that now. However, we can get incrementally closer to that, and that is basically what we work on. 
~ Larry Page, Co-Founder of Google
The real question is, when will we draft an artificial intelligence bill of rights? What will that consist of? And who will get to decide that? 
~ Gray Scott
We must address, individually and collectively, moral and ethical issues raised by cutting-edge research in artificial intelligence and biotechnology, which will enable significant life extension, designer babies, and memory extraction. 
~ Klaus Schwab, Executive Chairman of the Wef
Some people call this artificial intelligence, but the reality is this technology will enhance us. So instead of artificial intelligence, I think we’ll augment our intelligence. 
~ Ginni Romett, Former CEO of IBM
Quantum machine learning promises to discover the optimal network topologies and hyperparameters automatically without human intervention.
~ Amit Ray
I’m more frightened than interested by artificial intelligence – in fact, perhaps fright and interest are not far away from one another. Things can become real in your mind, you can be tricked, and you believe things you wouldn’t ordinarily. A world run by automatons doesn’t seem completely unrealistic any more. It’s a bit chilling. 
~ Gemma Whelan
As students cross the threshold from outside to insider, they also cross the threshold from superficial learning motivated by grades to deep learning motivated by engagement with questions. Their transformation entails an awakening--even, perhaps, a falling in love.
~ John C. Bean
You have to talk about ‘The Terminator’ if you’re talking about artificial intelligence. I actually think that that’s way off. I don’t think that an artificially intelligent system that has superhuman intelligence will be violent. I do think that it will disrupt our culture. 
~ Gray Scott
The algorithms of superintelligence will change the world in a positive way but trouncing human being will not be possible due to emotions, empathy, social interactions, reproduction, and mortality which are the qualities that belong to humans only.
~ Enamul Haque, The Ultimate Modern Guide to Cloud Computing
If the government regulates against use of drones or stem cells or artificial intelligence, all that means is that the work and the research leave the borders of that country and go someplace else. 
~ Peter Diamandis, CEO of the Zero Gravity Corporation
The key to artificial intelligence has always been the representation. 
~ Jeff Hawkins, Founder of Palm Computing & Handspring
It’s going to be interesting to see how society deals with artificial intelligence, but it will definitely be cool. 
~ Colin Angle, CEO & Co-Founder of iRobot
What people call #AI is no more than finding answers to questions we know to ask. Real #AI is answering questions we haven't dreamed of yet.
~ Tom Golway, Chief Technologiest at HP
Anything that could give rise to smarter-than-human intelligence—in the form of Artificial Intelligence, brain-computer interfaces, or neuroscience-based human intelligence enhancement – wins hands down beyond contest as doing the most to change the world. Nothing else is even in the same league. 
~ Eliezer Yudkowsky, Co-Founder of Machine Intelligence Research Institute
Artificial intelligence is growing up fast, as are robots whose facial expressions can elicit empathy and make your mirror neurons quiver. 
~ Diane Ackerman
These days, elementary school students learn English and coding at school. Tomorrow's elementary school students will learn AI. AI comes before English and coding. This is because artificial intelligence is the language and tool of the future.
~ Enamul Haque, The Ultimate Modern Guide to Cloud Computing
Someone on TV has only to say, ‘Alexa,’ and she lights up. She’s always ready for action, the perfect woman, never says, ‘Not tonight, dear. 
~ Sybil Sage
By definition all scientists are data scientists. In my opinion, they are half hacker, half analyst, they use data to build products and find insights. It’s Columbus meet Columbo―starry-eyed explorers and skeptical detectives.
~ Monica Rogati, Former Senior Data Scientist at LinkedIn
Some people worry that artificial intelligence will make us feel inferior, but then, anybody in his right mind should have an inferiority complex every time he looks at a flower. 
~ Alan Kay, Computer Scientist & Known for OOP
I think of data science as more like a practice than a job. Think of the scientific method, where you have to have a problem statement, generate a hypothesis, collect data, analyze data and then communicate the results and take action…. If you just use the scientific method as a way to approach data-intensive projects, I think you’re more apt to be successful with your outcome.
~ Bob Hayes
Artificial intelligence will reach human levels by around 2029. Follow that out further to, say, 2045, we will have multiplied the intelligence, the human biological machine intelligence of our civilization a billion-fold. 
~ Ray Kurzweil, The Age of Spiritual Minds
As a data scientist, I can predict what is likely to happen, but I cannot explain why it is going to happen. I can predict when someone is likely to attrite, or respond to a promotion, or commit fraud, or pick the pink button over the blue button, but I cannot tell you why that’s going to happen. And I believe that the inability to explain why something is going to happen is why I struggle to call ‘data science’ a science.
~ Bill Schmarzo, Chief Technology Officer at Dell EMC
Nobody phrases it this way, but I think that artificial intelligence is almost a humanities discipline. It’s really an attempt to understand human intelligence and human cognition. 
~ Sebastian Thrun, Co-Founder of Udacity
Data scientists are kind of like the new Renaissance folks, because data science is inherently multidisciplinary.
~ John Foreman, CPO at MailChimp
Is artificial intelligence less than our intelligence? 
~ Spike Jonze
Simulating the behavior of 100 billion neurons of human brain is not feasible by classical computer but quantum machine learning promises to fulfill that requirement.
~ Amit Ray
The sad thing about artificial intelligence is that it lacks artifice and therefore intelligence. 
~ Jean Baudrillard
Data Scientist (n.): Person who is better at statistics than any software engineer and better at software engineering than any statistician.
~ Josh Wills, Director of Data Engineering at Slack
Forget artificial intelligence – in the brave new world of big data, it’s artificial idiocy we should be looking out for. 
~ Tom Chatfield
The job of the data scientist is to ask the right questions. If I ask a question like ‘how many clicks did this link get?’ which is something we look at all the time, that’s not a data science question. It’s an analytics question. If I ask a question like, ‘based on the previous history of links on this publisher’s site, can I predict how many people from France will read this in the next three hours?’ that’s more of a data science question.
~ Hilary Mason, Founder of Fast Forward Labs
Before we work on artificial intelligence why don’t we do something about natural stupidity? 
~ Steve Polyak, Neuroanatomist and Neurologist
Karma of humans is AI
~ Raghu Venkatesh
[Data scientists are] able to think of ways to use data to solve problems that otherwise would have been unsolved, or solved using only intuition.
~ Peter Skomoroch, Former Principal Data Scientist at LinkedIn
People worry that computers will get too smart and take over the world, but the real problem is that they’re too stupid and they’ve already taken over the world.
~ Pedro Domingos, AAAI Fellow & Known for Markov Logic Network
My number one piece of advice always is to follow your passions first. Know what you are good at and what you care about, and pursue that…. As a successful data scientist, your day can begin and end with you counting your blessings that you are living your dream by solving real-world problems with data.
~ Dr. Kirk Borne, Principal Data Scientist, Booz Allen Hamilton
The second part is having the ability to be extremely clever with the data. And what I mean by that is: You’re working with ambiguity. And very often you can’t approach the problem with the rigor you would a homework assignment. The only way to survive through that is by being clever—to think of a different question that gets at the answer.
~ DJ Patil, Former US Chief Data Scientist
What I see is an AI first world, and for every customer… to be able to get a whole another generation of productivity out of artificial intelligence, machine learning and deep learning.
~ Marc Benioff, CEO at Salseforce
You can best learn data mining and data science by doing, so start analyzing data as soon as you can! However, don’t forget to learn the theory, since you need a good statistical and machine learning foundation to understand what you are doing and to find real nuggets of value in the noise of big data.
~ Gregory Piatetsky-Shapiro, President, KDnuggets
Signature-based malware detection is dead. Machine learning based Artificial Intelligence is the most potent defense the next gen adversary and the mutating hash.
~ James Scott
In my view, success for data science professionals relies on becoming trained and able data scientists with the ability to perform data processing and computation at a massive scale. To achieve this, professionals must invest time in ongoing education through institutions with multidisciplinary programs that include elements from engineering, mathematical sciences, and social sciences. Converting big data into meaningful information begins with skilled professionals who are educated in all disciplines to be both data scientists and statisticians.
~ Devavrat Shah, Director of Statistics & Data Science Center at MIT
(Users) give us a signal and then machines take that input and effectively use machine-learning models to find out what your tastes are and try to get you to have an affinity for it.
~ Shiva Rajaraman
Once you have a certain amount of math/stats and hacking skills, it is much better to acquire a grounding in one or more subjects than in adding yet another programming language to your hacking skills, or yet another machine learning algorithm to your math/stats portfolio…. Clients will rather work with some data scientist A who understands their specific field than with another data scientist B who first needs to learn the basics―even if B is better in math/stats/hacking.
~ Stephan Kolassa, Data Science Expert at SAP Switzerland AG
In the past, Apple has not been at the vanguard of machine learning and cutting edge artificial intelligence work, but that is rapidly changing, they are after the best and the brightest, just like everybody else.
~ Oren Etzioni, CEO of the Allen Institute for Artificial Intelligence
Baidu and Google are great companies, but there are a lot of things you can do outside them. Just as electricity and the Internet transformed the world, I think the rise of modern A.I. technology will create a lot of opportunities both for new startups and for incumbent companies to transform.
~ Andrew Ng, Co-Founder at Coursera
Whoever perceives that robots and artificial intelligence are merely here to serve humanity, think again. With virtual domestic assistants and driverless cars just the latest in a growing list of applications, it is we humans who risk becoming dumbed down and ultimately subservient to machines.
~ Alex Morritt, Impromptu Scribe
The world is one big data problem. 
~ Andrew McAfee, Co-director of the MIT Initiative
Consumer data will be the biggest differentiator in the next two to three years. Whoever unlocks the reams of data and uses it strategically will win.
~ Angela Ahrendts, Former CEO of Burberry
Real learning, attentive, real learning, deep learning, is playful and frustrating and joyful and discouraging and exciting and sociable and private all the time, which is what makes it great.
~ Eleanor Duckworth
Big data will spell the death of customer segmentation and force the marketer to understand each customer as an individual within 18 months or risk being left in the dust.
~ Ginni Rometty, Former CEO of IBM
We would have more if the talent was there to be had. Last year, the cost of a top, world-class deep learning expert was about the same as a top NFL quarterback prospect. The cost of that talent is pretty remarkable.
~ Peter Lee, Head of Microsoft Research
Information is the oil of the 21st century, and analytics is the combustion engine. 
~ Peter Sondergaard
Vague and mysterious forms of speech, and abuse of language, have so long passed for mysteries of science; and hard or misapplied words with little or no meaning have, by prescription, such a right to be mistaken for deep learning and height of speculation, that it will not be easy to persuade either those who speak or those who hear them, that they are but the covers of ignorance and hindrance of true knowledge.
~ John Locke, The Father of Liberalism
The world is now awash in data and we can see consumers in a lot clearer ways. 
~ Max Levchin, Co-founder of PayPal
However, the more significant aspect of all this for us is that Alpha Go isn’t just an expert system built with handcrafted rules like, for example, DeepBlue was, but instead it uses general machine learning techniques to figure out for itself how to win at Go, the ultimate challenge, though, which still lies ahead, is to beat one of the best players in the world.
~ Demis Hassabis, CEO & Co-Founder of Deepmind
 Data is a precious thing and will last longer than the systems themselves. 
~ Tim Berners-Lee, Inventor of the World Wide Web
 Big data will replace the need for 80% of all doctors
~ Vinod Khosla, Co-founder of Sun Microsystems
I think people need to understand that deep learning is making a lot of things, behind-the-scenes, much better. Deep learning is already working in Google search, and in image search; it allows you to image search a term like hug.
~ Geoffrey Hinton, Turing Award Winner
In deep learning, the algorithms we use now are versions of the algorithms we were developing in the 1980s, the 1990s. People were very optimistic about them, but it turns out they didn’t work too well.
~ Geoffrey Hinton, Turing Award Winner
 No great marketing decisions have ever been made on qualitative data. 
~ John Sculley, Former CEO of Apple Inc
Cyber hygiene, patching vulnerabilities, security by design, threat hunting and machine learning based artificial intelligence are mandatory prerequisites for cyber defense against the next generation threat landscape.
~ James Scott, Anthropologist
The goal is to turn data into information, and information into insight. 
~ Carly Fiorina, ex CEO of Hewlett-Packard

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AI/ML
January 28, 2021
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