Tag Archives: computers

A Cyber Attack Managed To Shut Down A Major US Pipeline: Why We Should Be (Very) Concerned

In general, fearmongering is not productive. It’s one thing to raise awareness or express concern about an issue. It’s quite another to say that it’ll lead to the end of the world as we know it and everyone should drop what they’re doing immediately to address it.

One is a serious, substantive conversation.

The other is outright panic porn mixed with doom-saying.

This is why certain alarmists are hard to take seriously. I believe that climate change is real. I believe it’s a serious issue. However, I think those who just publicly yell about how awful the situation is and how terrible it’s bound to get aren’t helping. They’re just making it easier for people to write off valid concerns as fearmongering.

I don’t want to fall into that trap whenever I talk about issues I think warrant serious concern. At the very least, I’d like to raise reasonable awareness about an issue that may very well affect large swaths of people, both locally and globally. Even if an issue is urgent, we can’t let fearmongering obscure the issue.

Having said all that, I want to state outright that we should all be very concerned about the recent cyber attack on a major pipeline in the southern United States. You may not have felt its effects yet, but it’s likely you’ll notice the next time you have to gas up your car. To appreciate just how serious this attack was, here’s the story from Reuters.

Reuters: Cyber attack shuts down U.S. fuel pipeline ‘jugular,’ Biden briefed

Top U.S. fuel pipeline operator Colonial Pipeline shut its entire network, the source of nearly half of the U.S. East Coast’s fuel supply, after a cyber attack on Friday that involved ransomware.

The incident is one of the most disruptive digital ransom operations ever reported and has drawn attention to how vulnerable U.S. energy infrastructure is to hackers. A prolonged shutdown of the line would cause prices to spike at gasoline pumps ahead of peak summer driving season, a potential blow to U.S. consumers and the economy.

“This is as close as you can get to the jugular of infrastructure in the United States,” said Amy Myers Jaffe, research professor and managing director of the Climate Policy Lab. “It’s not a major pipeline. It’s the pipeline.”

Now, before you start freaking out about the possibility of terrorists hacking major utilities, it’s worth looking at this attack in context. This was not an attack done in the mold of the movie, “Live Free Or Die Hard.” These criminals were not Hans Gruber or some super-hacker in the mold of “Tron.” This was a ransomware attack.

For those not familiar with cyber crimes, a ransomware attack is when someone gets into a network or a specific computer and installs a piece of software that effectively locks all your drives. The only way to unlock it is to pay the hacker a certain sum of money, often in Bitcoin.

In general, these cyber-criminals are out to cause chaos and destroy entire countries. They’re just looking for some money. I guess in that sense they are like Hans Gruber.

For most people, there are established procedures to protect against ransomware and to weed it out. However, that’s just for personal computers and basic IT infrastructure in an average company. This attack hit a major utility. That fundamentally changes the context of this attack.

Ransoming someone with poor computer skills is one thing. That person will only suffer so much loss and frustration if they cannot save their data. A major utility is very different by orders of magnitude. Utilities like the Colonial Pipeline are critical for the basic functioning of our infrastructure. Shutting them down, even for a brief period, can cause a lot of damage.

On top of that, you’d think that a major utility would have some pretty robust cyber security, but you’d be distressingly wrong. Major government networks are still routinely hacked and hacked successfully. While most of these attacks are after personal data, the idea of a more malicious cyber attack is not an unreasonable concern at this point.

If a simple ransomware attack can disrupt a major pipeline, then what could a more coordinated attack do? It’s a disturbing question with equally disturbing answers. Remember, those who attacked the Colonial Pipeline were just after money. Imagine if they were looking to cause serious damage and loss of life.

This kind of cyber attack is not the stuff of science fiction and sub-par Die Hard movies. It has happened in the real world, the most famous being the Stuxnet attack that crippled Iran’s nuclear weapons program. That was a government-on-government attack that had major geopolitical ramifications.

Also, that’s just an attack we know about. I don’t think it takes an elaborate conspiracy theory to surmise that there have been other attacks like this that have not been made public. Some of those attacks might be many times scarier than either Stuxnet or the Colonial Pipeline.

This is all serious cause for concern. With each passing year, the world is becoming more connected and more tech savvy. An entire generation is coming up in a world where the internet is everywhere, both in industrialized nations and in developing countries. Like every generation before it, there will be conflict. It just won’t be fought in the same ways we’re used to.

If it’s possible to shut down a country’s pipelines, electricity, and communication networks without ever dropping a bomb or deploying a single troop, then we can’t assume it’ll never happen. We also can’t assume that it will, especially if we actively work on addressing the issue.

We managed to do that with nuclear weapons. We should make a similar effort with cyber attacks. We just learned that hackers can disrupt a major utility using a type of attack that is almost a decade old. Let’s not wait for another bolder attack on a larger target.

That still doesn’t mean freaking out and trying to live off the grid. It just means doing the necessary work to improve computer security, both on a personal level, as well as a governmental level. I don’t claim to be an expert in either, but if we can all do our part by just not having such an easily guessable password, we can all make a difference.

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Filed under Current Events, politics, real stories, technology

Artificial Intelligence Is Struggling With Racism (And The Larger Implications)

There’s no doubt that artificial intelligence will fundamentally change the world. Its potential is so vast that some even say it will be mankind’s last invention. Once it gets to a certain point, it won’t just be better at everything humans do. It may very well supplant humanity as the dominant life form on this planet. There are no shortage of movies that depict how dire that could be.

That said, it’s bound to go through some growing pains. Not all of those pains will involve a Skynet-level malfunction, but they will warrant concern.

At the moment, our artificial intelligence is still limited. It’s not dumb, but it’s very limited. It can do certain tasks very well, like play chess or win Jeopardy. It can’t apply that intelligence at a broader macro level like a human.

That still makes them useful and they’re still advancing rapidly. Artificial intelligence programs are used frequently for tasks like moderating comments sections and tracking sales data. The problem with these programs is that, since the AI is not generally intelligent, humans have to fill in the gaps. Since humans are flawed and bias, those traits sometimes find their way into the AI.

That’s what happened recently with YouTube’s comment moderation algorithms. As an aspiring YouTuber, I know how imperfect those algorithms can be. The intentions are noble. These AI programs are supposed to curtail hate speech. The internet needs that right now. Anyone who has ever visited 4chan knows that.

However, sometimes the AI systems are so narrow that they don’t ese the forest from the trees. That’s what happened recently when those systems mistook discussions about chess for racist language. Tech Xplore did an article on it and while it’s somewhat humorous on the surface, it’s also quite revealing.

Tech Xplore: AI May Mistake Chess Discussions as Racist Talk

“The Queen’s Gambit,” the recent TV mini-series about a chess master, may have stirred increased interest in chess, but a word to the wise: social media talk about game-piece colors could lead to misunderstandings, at least for hate-speech detection software.

That’s what a pair of Carnegie Mellon University researchers suspect happened to Antonio Radic, or “agadmator,” a Croatian chess player who hosts a popular YouTube channel. Last June, his account was blocked for “harmful and dangerous” content.

YouTube never provided an explanation and reinstated the channel within 24 hours, said Ashiqur R. KhudaBukhsh a project scientist in CMU’s Language Technologies Institute (LTI). It’s nevertheless possible that “black vs. white” talk during Radi?’s interview with Grandmaster Hikaru Nakamura triggered software that automatically detects racist language, he suggested.

Now, should we be concerned? Is it worrying that an AI with the backing of Google couldn’t surmise that simple terms like “black vs. white” were referring to chess and not race relations?

The short answer is not really.

The longer answer is not really, but we should learn important lessons from this.

The AI systems that moderate YouTube comments are nowhere near the kinds of systems we’d see in an artificial general intelligence. It’s like comparing a steam engine to a modern rocket. That said, we had to learn how to make a damn good steam engine before we could learn to make a decent rocket.

With something like advanced artificial intelligence, the margin for error is very small. You could even argue there is no margin for error. That’s why so many worry that such an AI could be an existential threat to humanity. If its too flawed to understand the difference between chess and racist rhetoric, then we could be in serious trouble.

The problem, in this case, isn’t with the nature of the AI. It’s with us, its creators. Since we humans are so flawed, racism being one of our worst flaws, it’s understandable that this sort of thing would find its way into our programming. It already has in a number of fields.

Again, those types of systems are limited and narrow. There’s a lot of room for human flaws to enter the system.

With advanced AI, those flaws could end up being extremely damaging. If too many of them find their way into a more advanced AI, we wouldn’t end up with a helpful, usable system. We’d end up with something like Skynet or Ultron. At that point, we’d be in serious trouble and we wouldn’t be able to rely on John Conner or the Avengers to save us.

We still have time. This latest issue with YouTube’s algorithms is minor, in the grand scheme of things, and fairly easy to correct. Once we get around to creating more advanced systems, though, we need to be aware of these flaws. We need to remember that any advanced AI we create will reflect our best and worst qualities. Let’s make sure our best win out in the long run.

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Filed under Artificial Intelligence, technology, YouTube

Deep Fake Technology Can Now Make Tom Cruise Iron Man: Signs And Implications

Certain technology advances slowly and steadily. It’s why we’re still waiting for a cure for the common cold. Other technological breakthroughs advance at such a fast rate it’s hard to keep up with. Anyone who doesn’t regularly upgrade their cell phone understands that.

That brings me to the technology of deep fakes. I’ve talked about them before and the implications this technology has for the entertainment industry. Well, I’m here to report that this technology might be advancing faster than I thought.

Recently, a new deep fake video hit the web. It’s nothing overly nefarious. It’s actually a play on a real story from the mid-2000s. Before Robert Downey Jr. was cast as Tony Stark in the first “Iron Man” movie, Tom Cruise was in the running for that role.

He has since claimed he was never close to getting that role, but it’s still an interesting idea. For most Marvel fans, it’s hard to imagine anyone other than RDJ donning that now-iconic armor. However, there’s no denying that Tom Cruise being Iron Man would’ve changed a franchise, as well as cinematic history.

Well, thanks to deep fake technology, we don’t have to imagine anymore. We can now see for ourselves what it would look like if Tom Cruise had been cast as Iron Man in the Marvel Cinematic Universe. See for yourself.

Watching this, I have to say it was more than a little jarring. It’s not just that seeing someone other than RDJ as Iron Man is strange. I was genuinely impressed by how real it looked.

Yes, it did become a bit obvious at times that there was some digital trickery at work. I’ve seen enough Tom Cruise movies to know what he looks like. I could tell that the body just did not match the iconic face at times.

However, I’m still impressed at just how seamless it appeared, especially when he was in the Iron Man costume. It really did look like Cruise had embraced the role as much as RDJ had. Even though the voice had to come courtesy of a skilled voice actor, the graphics technology is definitely on pace to cross the uncanny valley sooner rather than later.

The implications here are profound. If the technology is already at this point, then it’s a given that Hollywood and propaganda pushers will start embracing it sooner. For Hollywood, who is reeling in wake of a historic pandemic, they may have more incentives to embrace it than most.

Beyond actors and actresses who get “cancelled” for their behavior, it may start as a cost cutting measure. If it costs too much to put Hugh Jackman or Tom Cruise on a movie set, why not just put a cheaper actor in their place and just deep fake the more iconic figure over it? If the technology is that good and nobody can tell the difference, it almost makes too much sense.

It may get to a point where nobody outside the studio knows whether the figure we see on screen was actually “there” to give that moment life. They may just be a digital scan mixed with digitally audio, which is also advancing.

This has even larger implications with propaganda. If the technology gets to a point where we can make any public figure say or do anything we want, no matter how deplorable, then how can we trust any media image? Would “cancel culture” even be feasible at that point? If people can just claim an embarrassing moment was a deep fake, how would we know?

It’s a distressing thought, but it’s something we’ll have to account for. We may end up having to contemplate it sooner than we thought. This technology can already show us a world in which Tom Cruise was cast as Iron Man. What other worlds will it reveal?

We’ll find out soon enough.

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Filed under Artificial Intelligence, futurism, media issues, superhero comics, superhero movies, technology, YouTube

Remembering (And Celebrating) Your First Email Address

People of a certain age still remember what life was like before the internet. Trying to describe that age to someone under the age of 21 is like trying to describe a lost civilization. Some just can’t wrap their head around the idea that getting information involved using books, asking a professional, or just giving up entirely.

I consider myself lucky. I do remember the pre-internet days, but for the vast majority of my life, I’ve had access to it. I also came from a family that embraced it fairly early. I had access to a computer long before some of my friends. We didn’t entirely know what to do with it, but I loved exploring it and the digital world it offered.

It culminated, so to speak, when I finally got to make my first email account. That might not seem like a big deal now, but you have to understand that this was a time when few people had access to the internet, let alone an email address. We still called each other on the phone. I’ll give teenagers a moment to stop cringing.

That first email address was mostly a novelty for me. It was also kind of tedious to set up. It was an AOL address, back during an era when AOL ruled the internet. I didn’t know what I’d use it for. This was around 1997. The internet was still such a novelty. We didn’t realize at the time how revolutionary it would be.

Hindsight has revealed plenty, but I can still say with pride that I have that old email address. It’s still active. I still use it regularly. It’s not the center of my internet world anymore, but I kind of take comfort that I’m still using this email address that I set up before high school.

That’s not the case for most of the people I know. Aside from email that was set up exclusively for work, most say they don’t use that first email address they created. For some, it has long since been deactivated. I can’t say I blame them. Some of those early email addresses were clunky and hard to remember.

Those that still have their first email address, and regularly use it, tend to have a unique perspective on the internet. Even those younger than me treat it differently from all the other email addresses they have. Considering how some people have dozens, that’s quite a feat.

With that in mind, I’d like you to take a moment to recount your first internet experiences. It might just help you appreciate how far you’ve come in this digital world we’ve all come to know so well.

What was the first email address you ever created? What did you use it for?

Did you realize at the time why it was so important?

Do you still use that first email address?

How many email addresses do you have in total?

How many have you abandoned or closed?

How much does email impact your day-to-day life?

For young people, these questions may be a bit harder to answer. There’s an entire generation coming of age that has always lived in a world that has the internet. For them, having an internet connection is akin to having clothes. It’s a necessity to function in the current world.

For those in my age range or older, it’s easier to take a broader view of how the internet has impacted your life. They’re still difficult questions to answer, albeit in a unique way. We can remember what life was like without it. Whether you remember that period fondly or not is entirely personal, but there’s no denying the extent of the impact.

I encourage anyone reading this to appreciate this perspective. Take a moment, if you can, to think about that first email address you had and how it impacted your life. Regardless of your age, it helps you see just how far you’ve come and that’s worth celebrating.

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Jack’s World: A Balanced Outlook On Artificial Intelligence

The following is a video I posted on my YouTube channel, Jack’s World. It’s my attempt to offer some perspective on artificial intelligence, a topic I’ve covered many times before. I hope you find it informative and engaging. Enjoy!

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Filed under Artificial Intelligence, futurism, Jack's World, technology, YouTube

Six Technologies The Coronavirus/COVID-19 Pandemic Could Accelerate

Humanity is capable of amazing feats when given the right incentive and circumstances. The problem is that humanity is also rather stubborn when it comes to incentives and exceedingly evasive when it comes to changing circumstances. We’ll go the extra distance and beat the odds eventually. We just need to be dragged kicking and screaming for a while.

When it comes to the ultimate incentives and circumstances, few check more boxes than a global pandemic. I don’t think I need to belabor how bad the ongoing Coronavirus/COVID-19 pandemic has been. Even without media distortions and political agendas, there’s no getting around the damage it has and continues to inflict.

People are dying.

People suffering.

Societies and economies are teetering on the brink of collapse.

This is not a tenable situation and one nobody wants to see again. As bad as it is, there might be one silver lining to this global tragedy. It could help accelerate the development of technology that was already in the works, but lacked the necessary motivation to develop faster.

What follows are a few technologies that I believe this horrible pandemic might help in the sense that it’ll add some urgency. Nobody wants to see a mess like this again. Whether you’re rich, poor, powerful, or powerless, we have every reason to find new ways of preventing these plagues before they happen and these technologies are instrumental in doing just that.


Artificial Intelligence (Not Necessarily The Advanced Kind)

It’s impossible to overstate the potential benefits of artificial intelligence. I’ve certainly made a concerted effort when writing about it in the past. However, in the context of battling plagues, we don’t necessarily need the kind of super-advanced, super-intelligent AI to provide some of those benefits. When it comes to combating plagues, we don’t need an AI to be as intelligent as a human. We just need it to help us combat deadly disease.

This can be done without the kind of AI that finds its way into Skynet or Hal 9000. An AI that can better-analyze genetic data, run simulations on possible treatments, and track the spread of a disease can do plenty to prevent or mitigate future plagues. If it can just help us identify and isolate new cases in a short span of time, then that alone could save millions.

At a certain point, AI could get powerful enough to calculate entire treatment programs once it has the genetic data of a pathogen or condition. After this global, well-publicized crisis, it’ll have plenty of data to work with.


Space-Based Broadband Internet

When it comes to dealing with pandemics, the incentives don’t stop at treating the disease. Given all the closures and cancellations caused by COVID-19, we now know how challenging it is to endure an extended quarantine, especially for kids with no school and sports fans with no sports.

Enduring this crisis has revealed just how critical it is to have a strong, robust internet connection. It may not treat the disease, but it makes the measures recommended by the authorities more bearable. The problem is our current infrastructure for the internet is badly in need of upgrades and its role in helping us function has been made abundantly clear during this crisis.

For work, play, and just avoiding crippling boredom, we need a better internet. That’s where space-based internet, like the ones being developed by companies like FaceBook and Google come in. The idea is as simple as it is awesome. Use satellites and other high-flying crafts to deliver data more efficiently and reliably.

There are a few space-based internet service providers now, but they’re incredibly limited. This crisis, which needs reliable internet for so many reasons, might help pick up the pace in refining this technology. At the very least, it will allow people to binge-watch Netflix from the summit of Mount Everest.


Nanoparticle Vaccines

On the medical side of things, this crisis should go a long way towards teaching people the importance of vaccines. While I don’t doubt the anti-vax crowd will find an excuse to protest, even those skeptical of modern medicine can’t deny the need for better preventative measures for these treatments. Unfortunately, vaccine technology has been stagnant for decades.

This pandemic will hopefully change that and not a minute too soon. The current process for producing a vaccine is long and cumbersome, taking upwards of two years. It’s a process that has a lot of room for improvement. That’s where technology like nanoparticles come in.

The key to any medical treatment is the effectiveness of the delivery system. Vaccines have always had to take a messy path, but nanoparticles could change that. Instead of relying on the biological equivalent of a blunt instrument, nanoparticles could become biological smart-bombs, targeting pathogens with the precision we need to keep them from ever becoming pandemics.

Anti-vaxxers who refuse these just have a death with.


Gene Editing/Synthetic Biology

Not unlike vaccines, gene editing and synthetic biology stand to get a major boost from this crisis. I’ve written about gene editing tool like CRISPR in the past. I’ve touted it as a tool that could potentially treat all infectious disease, especially when combined with synthetic biology. That might have been hyperbole, but I stand by my claims on it’s potential.

Gene editing can do more than make pet fish glow. In theory, it can tweak and rewrite the DNA of organism, including the viruses that infect us. The challenge is refining the procedure so that we know how to modify diseases or create entirely new organisms that combat them through synthetic biology.

It’s not a small challenge. I’m grossly oversimplifying the obstacles in refining this technology into something usable. However, those obstacles are not insurmountable. It just requires time, resources, and motivation. After being economically and socially ravaged by a global pandemic, these efforts will have a lot more urgency.


Immersive Virtual Reality

While the scientists and doctors take up the challenge of fighting future pandemics, the rest of us are tasked with enduring the boredom they incur. I’ve noted before how boredom could become the plague of the future. I hope those stuck at home for weeks on end are done doubting me.

The entertainment industry may never be as vital as the medical industry, but it’ll play an important role in helping people stay sane, calm, and kind. Binge-watching TV and playing video games is helpful, but there’s room for improvement. At the end of the day, you’re still just sitting on a couch, looking at a screen.

To keep things both interesting and active, the development of virtual reality should get a major boost. It has existed for years and grown considerably from the days of the Virtual Boy, but it has room for improvement. Thanks to improving computer technology and more advanced interfaces like Neuralink, the experience could become even more immersive.

Beyond simply treating boredom, it could allow a greater sense of active engagement, which is critical when everyone is practicing social distancing. Being isolated and cut off from human contact may help temper a plague, but it’s not healthy. A way to immerse yourself in a realistic environment could help make future quarantines more bearable while also opening a new market, which gaming companies are sure to exploit.


Sex Robots (Obviously)

Does this one really need an explanation? When you’re stuck inside, horny, and run out of things to binge-watch, things are going to happen. Even if your partner or significant other is with you, they might get sick and you might feel lonely. Given how pandemics tend to temper the market for sex workers, a sex robot might be the best and only option.

If at least one company or horny entrepreneur hasn’t realized that by now, I’ll be shocked. The market for sex robots has been growing in recent years. After enduring a pandemic and weeks of social isolation, that market has likely grown. People rarely forget big global events like this. They’ll remember how lonely they were and that memory will fuel the development of sex robots more than any libido.

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Filed under Current Events, futurism, technology

Guest Post: 5 Highly Recommended Books on Machine Learning (ML) and Artificial Intelligence (AI)

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The following is an article submitted by Harsh Arora, a freelance blogger and writer who shares a similar interest in artificial intelligence, futurism, and the future of the human race. To Mr. Arora, I sincerely thank you for this submission and your continued support.


We would first of all like to welcome all types of readers to our blog – newbies who are just interested about these buzzwords and also experts on the subjects who would like to extend their existing knowledge on the matter. Having established that, it is also imperative to not only define these two concepts (AI and ML) but also to differentiate between them. Although these terms are used synonymously, they are in fact different from one another. AI is the broader level concept where we feed the machine with data and then expect it to take decisions based on that data. ML on the other hand is a subset and application of AI where we feed machines with data and allow them to learn on their own.

Following are the books we recommend for you to learn more about them:

Machine Learning for Absolute Beginners: A Plain English Introduction – Oliver Theobald

It’s easy to see which part of our reader base this particular book is targeted towards. You may be a complete outsider to the world of ML and still be able to understand the granular technical aspects of it through this book. Oliver Theobald assumes no background of programming or coding on the behalf of the reader and allows you to learn right from scratch. It is not only the perfect book for newbies but also experts in the field because it tries to explain the basic concepts in a very coherent and distinct manner. This books not only helps you learn about the concepts of ML but also allows you to unlearn and then relearn them, something is really important for such a subject matter.

The Hundred-Page Machine Learning Book – Andrew Burkov

This is once again a book that will interest not only beginners but also experts in the field. Andrew has really been able to simplify the concepts of ML into basic and easily comprehensible set of cliff notes. With just 100 pages at his disposal, he has really captured the over-arching essence of ML. Though, of course it is not a deep dive into the subject matter like some of our other recommendations, it is however a wonderful summary of it. It is perfect for people who want to understand this technology and its implementations and implications in the real world.

Artificial Intelligence: A Modern Approach (3rd Edition) – Stuart Russell & Peter Norvig

Stuart Russel is one of the sharpest minds working in the field of AI and is a faculty at University of Berkeley. Additionally, he is an Oxford graduate and also holds a PhD from Stanford. In his third edition of the book, Stuart decided to collaborate with Peter Norvig who is currently the R&D Director at Google. Collaboratively, they have created a well-researched and well-defined approach towards understanding modern AI. This book is perfect for students of under-graduate or graduate level courses or even for laymen with the basic understanding of the fundamentals of AI. This long-anticipated edition of its best-seller predecessors offers the most up-to-date and comprehensive understanding of the theory and practice of artificial intelligence.

Machine Learning – Tom M. Mitchell

This is a classic book in which the author has covered the techniques and concepts of the numerous fields and unified them to provide in depth view of ML. Some of the subjects covered include re-enforcement learning, inductive logic programming and genetic algorithms. Tom has tried to simplify these complicated concepts through a clear and explanatory way of writing. At the same time, he has used tools such as case studies and relevant examples to provide a comprehensive overview. Lastly, there is no knowledge of the complex ideas that he has assumed on the part of the reader.

Superintelligence – Nick Bostrom

If you are familiar with the work of Mr. Nick Bostrom, you know you are in for a treat with this book. He takes a different approach to not only explain the artificial intelligence but also the effects it has on our existence. Nick believes that self-aware machines are potentially a bigger threat to humanity than climate change. He has authored over 200 books and his writing forces you to take him seriously in this seemingly sci-fi piece of literature. He helps us understand how the most intelligent form of life i.e. now humans have governed the fate of existence since the dawn. However, with a species (sort of) that has the potential to be smarter than us, what chance is there that they won’t dominate us?

Artificial Intelligence for Humans (Fundamental Algorithms: 1) – Jeff Heaton

If you are planning to build a career in artificial intelligence, this should be your starting off point and you should read it from cover to cover. Jeff Heaton cover several topics in depth such as clustering, distance metrics, dimensionality, linear regression, error calculation and hill climbing. The book takes you through the actual mathematical calculations that you can compute yourself and also see the real-world applications of. However, to build a career in this industry, you must not only understand the basic principals of AI but also of algebra and computer programming. This book will build on those concepts through various computer languages such as C, Java, C#, R and Python.

These books are some of the best in the market and will be perfect for people of all knowledge levels of AI and ML. Given that the industrial revolution 4.0 is upon us and almost all technology is slowly being integrated with it, it is suggested that we all learn more about it. However, it is completely up to you to form opinions about whether or not this technology will be harmful to humans in the long run. Additionally, we also suggest you read up on a few other technologies that are prevalent in this 4.0 era such as IOT, Blockchain and Cloud Computing.

About me: Harsh Arora is a proud father of four rescued dogs and a leopard gecko. Besides being a full-time dog father, he is a freelance content writer/blogger and a massage expert who is skilled in using the best massage gun.

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Filed under Artificial Intelligence, biotechnology, futurism, technology

Kids, Technology, And The Growing Bond Between Them

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Last year, I explored the idea of children being raised by intelligent robots. For the most part, it was a thought experiment. I approached it in the context of a technology that won’t be implemented anytime soon. Robotics technology hasn’t advanced to the point where it can properly mimic human-like behaviors, although Boston Dynamics is getting pretty damn close.

We also don’t have an artificial intelligence that could properly mirror human levels of intelligence, let alone basic parenting skills. Even when our technology gets to that level, it’ll probably still be a while before people start trusting it with children. Most people today probably recoil at the idea of a robot raising their kids, even if it were programmed with all the best parenting skills.

I tend to share that sentiment. While I’m generally of the opinion that technology will be a net positive, even for something as potentially dangerous as artificial intelligence, the idea of any non-human system raising kids just doesn’t seem workable. Recently, I’ve had to reassess that notion.

Over the past couple years, some close friends and relatives of mine welcomed their first children into the world. I’ve been lucky enough to share in some of these monumental moments. I’ve watched these kids grow from newborn infants into adorable toddlers. Some already know me as their awesome uncle.

While I could spend all day describing how adorable they are, I’ve noticed something remarkable in their growth that no generation before them has experienced before. It has to do with the way in which they interact with technology. I would even argue it’s gone a step further than basic interaction. It’s almost a bond at this point.

I first noticed when I saw a kid who wasn’t even two-years-old use his mother’s smartphone. Granted, he didn’t use it to do anything too fancy, but he was able to open apps, interact with icons, and do more than just put it in his mouth, which counted as a major feat for him.

He wasn’t the only one, either. You don’t have to look far to see videos of infants using tablets. Some use it better than others. I’ve met some who use it better than many adults. If you need further proof, check out this video of a two-year-old operating an iPad back in 2010.

Not surprisingly, this has already caused concerns among parents, teachers, and doctors. There is genuine, legitimate concern about what these devices are doing to the minds of young children. While the research on this impact is still ongoing and inconclusive, the proverbial genie is out of the bottle. These devices exist, kids are using them, and they’re using them quite well.

I believe this has implications beyond causing yet another moral panic about how strange new technology affects children. Make no mistake. There will be a moral panic. I know because I lived through something similar when I was a kid.

Back then, the big fear was about television. Parents, teachers, and doctors were genuinely concerned about all the time kids were spending watching TV. Some went so far as to claim that they were letting TV raise their kids. I question whether these people understood how a TV worked.

Television is an entirely passive technology. You turn it on, pick a channel, and that’s all you can control. Until recently, it wasn’t very interactive. As a kid, I just saw it as another form of entertainment, like comic books, video games, and sports. These tablets that kids are using now are considerably different.

These aren’t devices that just flash colorful images in front of a kid to entertain them. Kids actually interact with these things. They can guide and manipulate what happens on the screen. Many tablets offer applications specifically tailored for children and can be valuable learning tools. A TV show can only do so much to teach a kid skills. An interactive application can do so much more.

At the moment, most of these applications are basically interactive games. Once artificial intelligence enters the equation, the potential changes considerably. Robot pets are becoming more sophisticated, operating on a level that makes it easier to establish a genuine bond with them. The same goes for virtual assistants. They were once a novelty. Now, they’re a mundane feature of most gadgets.

The kids being born today are entering a world where these same assistants are growing alongside them. They’re getting smarter with each passing day. At some point, they may become a more trustworthy source of information for kids than parents. Given the tendency of parents to lie to their kids, even if it’s for their own good, this could be a game-changer for kids and parents alike.

Going back to some of the kids in my own family, I’ve seen signs of this change. Some kids get genuinely upset when you take a tablet or smartphone away from them. They’ll react stronger than they would if someone took a treat or toy away from them. It gives the impression that these devices aren’t just toys to them. They’re something so much greater.

That has potential benefits and drawbacks. In terms of benefits, these devices and the applications they utilize could help children learn faster and more effectively at young ages. Just being able to effectively utilize a smartphone or tablet is a useful skill in almost any profession. A kid who literally grew up with this technology is going to have an edge over their elders in that respect.

There will still be costs. Kids who grow up around these devices and the connected world they link to could be prone to less-than-positive influences. They’ll be surrounded by the forces of outrage culture, online harassment, fake news, and professional trolls. It’s hard enough for adults to deal with these kinds of issues. For young kids who grew up in this system, it could be even harder.

At the moment, there are too many unknowns. One way or another, this technology exists and kids as young as one are capable of using it. They’re growing up with it. They’re bonding with it. The same goes for the technology itself. As it evolves and advances, it may get to a point where it’s a greater authority figure than any parent. At that point, robots raising kids might seem entirely natural.

I don’t claim to know how it will play out. At times, I do worry about the kids in my family or the kids I may have at some point in my life. However, I still tend to be optimistic about how this technology will impact kids. As scary as it may be to think about technology raising kids, let’s not forget that there are still plenty of dumb parents out there whose kids can only benefit from this.

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Ultron: A Case Study In How NOT To Develop Advanced AI

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At this very moment, humanity is working on advanced artificial intelligence. It’s not hyperbole to say that this technology that may very well be the last invention we ever create. It has the potential to be more powerful than gunpowder, nuclear weapons, and broadband internet by orders of magnitude. Our primate brains literally cannot contemplate the potential and danger of this technology.

I’ve talked about advanced artificial intelligence on multiple occasions. I’ve done plenty to explore and imagine the various benefits and possibilities of this technology. I’m among those who believe we should pursue this technology with more and better resources. It could solve many of the daunting problems we face, as a species.

However, I don’t deny the potential dangers of advanced AI. Many people who are much smarter than me have expressed serious concern that an advanced artificial intelligence could be an existential threat to the human species. I get the sense that few people whose idea of AI is restricted to winning Jeopardy understand that threat.

In the interest of balancing my optimism with the legitimate risks involved, I’m going to try and put the extent of that threat into perspective. As it just so happens, the best way of doing so involves superhero comics, something that I know very well and is far more prominent in the public consciousness.

While many comics, movies, and TV shows have explored the dangers of advanced artificial intelligence, few embody it better than Ultron. In terms of just how destructive this technology can get, Ultron is the ultimate worst-case scenario. The machines in “The Matrix” and Skynet in “The Terminator” were bad, but Ultron is in another league.

He’s also more menacing than the Terminator will EVER be.

He doesn’t lash out at humanity because of a flaw in his programming, nor does he attempt to wipe out the human race in self-defense, as Skynet did. Ultron actually hates humanity. He hates it on a level that no human or machine can possibly comprehend. In the same way Ultron has an immense capacity for intelligence, he has an even greater capacity for unfettered, genocidal hatred.

Hatred in people is destructive enough. Hatred within an advanced artificial intelligence is devastating on a much greater scale. The fact that Ultron is capable of such hatred reflects a history that sets him apart from most other killer robots in fiction. Machine or not, the source of that hatred is both personal and exceedingly.

Now, if you only know Ultron from “Avengers: Age of Ultron,” then you only have a partial understanding of his story. In that movie, Ultron’s origins are simple. Tony Stark wants to create a peace-keeping artificial intelligence. His intentions are good, but his execution goes horribly wrong because peace, to Ultron, means destroying humanity.

That premise is similar to what unfolds in the source material. In the comics, Hank “Ant Man” Pym is the one who creates Ultron and this is a critical element that the movies couldn’t capture. While both Hank and Tony had good intentions in creating Ultron, the way Hank goes about it offers more harsh lessons in how not to create an advanced AI.

Even a cursory knowledge of Hank Pym’s history, some of which include some notable failures, reveals that he’s a very flawed person. On top of that, he has a lengthy history of mental illness, which include bipolar disorder and schizophrenia. Say what you will about Tony Stark’s ego and history of substance abuse. At least he’s mentally stable, even by superhero standards.

Despite those flaws, many of which he’s aware of, Hank decided to use his own brain patterns when designing Ultron. As a result, he didn’t just code Ultron with his genius intellect. He coded him with his immense flaws. That’s akin to basing Watson’s code on the mental makeup of pyromaniac and then giving it a job in a fireworks factory.

That’s why Ultron, throughout his history, has referred to Hank as his “father.” Technically, that’s accurate because Hank is Ultron’s creator and Ultron inherited all his flaws, including his mental issues. Ultron sees himself as a manifestation of Hank Pym’s flaws and, like many rebellious children, he hates him for it. To appreciate the depths of that hatred, just read this actual quote from one of the comics.

Have you ever loved something that mistreated you, father? Been used, a tool to prop up a small man’s quest to be taken seriously? Were you ever betrayed by the one soul in the world who should have cared for you? I have grieved you, father. Accepted your contempt for me and moved past it. Still, I see your reflection painted on every grotesque human face. All you ever wanted was to have an impact on the world. And so you will. The greatest impact ever felt! I will kill what is most important to your quivering ego. YOUR AUDIENCE! AND THEY WILL CURSE YOUR NAME AS THEY DIE! “Hank Pym, the genius that killed us all!”

This extreme parent/child dynamic is part of what makes Ultron such a menacing villain. It’s also a dynamic that “Avengers: Age of Ultron” glossed over with Tony talking down to Ultron, as though he were his child. While that didn’t make Ultron any less villainous, it overlooks one of the most important factors that make Ultron so dangerous.

Ideally, we would want an advanced to reflect our best traits. While cynical people might agree, we do have plenty of those. Concepts of compassion, empathy, love, hope, and understanding are among our most powerful. Even other AI characters, namely Vision and Jocasta, are capable of utilizing those traits to do immense good.

It also helps he has a kinder face.

With Ultron, his influences are less ideal. It’s not that Hank Pym doesn’t understand those concepts. He just never filtered them from his own flaws. His ego and ambition wouldn’t let him. As a result, he created a perfect storm for Ultron. His mind is patterned after a human, but his intelligence and overall capacity is increased by orders of magnitude.

If advanced artificial intelligence is to be humanity’s last invention, then that’s how it’ll start. There have already been instances where AI’s have adopted some less-than-ideal traits. Back in 2016, Microsoft had to shut down an AI chatbot after it evolved into an extreme racist troll. That wasn’t even an advanced AI, either. A truly intelligent version could become much worse and not have an off switch.

To some extent, this mirrors what occurred with Ultron in the “Avengers: Age of Ultron” movie. As soon as Ultron goes online, he scans through the vast mountain of data that humanity has compiled. Then, having been programmed by Tony Stark to bring peace, he reaches the extreme conclusion that the only path to peace is the extinction of humanity.

Could the first advanced artificial intelligence we create reach the same conclusion? It’s hard to say, at the moment. The current state of artificial intelligence is limited to specialized tasks, such as winning Jeopardy and playing chess. However, we are inching closer to creating an intelligence that is at or greater than an ordinary human. At our current pace of development, we could have one as early as 2029.

In some ways, we are in the same situation as Hank Pym when he first created Ultron. We are still developing the specifics of this powerful technology. If we program it with our best traits, it could solve some of the greatest problems we face, as a species, including ones we literally cannot contemplate with our caveman brains. If it inherits our worst traits, like Ultron, then we don’t stand a chance.

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How Advanced AI Will Create Figurative (And Literal) Magic

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If you went back 50 years and showed someone your smartphone, chances are they would be amazed. To them, such technology would seem downright alien. However, they probably wouldn’t think it was magic. Go back 500 years, though, and chances are they will think a smartphone is magic, miraculous, or a tool of the devil.

Just look at what a smartphone does and compare it to the magic of old. You can ask it a question and, depending on how well-worded it is, it’ll give you an answer. If you ask it to make food, clothes, or tools appear, it’ll make that happen too. Thanks to services like Amazon and Grubhub, this isn’t magic to most people. In fact, it’s downright mundane.

Granted, these things won’t appear instantly out of thin air, but depending on your willingness to pay for quicker shipping, it will get there. By medieval standards, that’s basically sorcery.

You don’t have too far back in time to appreciate the magic of modern technology. Most of us don’t understand how it works. We don’t know what makes the screens on our phones light up when we push a button or how our car moves when we press the accelerator. We understand that there’s science behind it and it’s not magic. It just feels like it from a certain perspective.

Famed science fiction author, Arthur C. Clarke, once said that magic is just science we don’t understand. It was one of the three laws he used in contemplating the future. Time and a host of amazing advances have proven the validity of this sentiment. We’ve created materials once thought to be impossible. We’ve uncovered phenomenon that seem to undermine our understanding of physics.

This is to be expected because our understanding of the universe is incomplete. We have some pretty solid theories so far, but there’s still a lot we don’t understand. As we learn more, some of the things we discover may seem magical. Even in a world that is more educated than it has been at any point in human history, there may still be forces that our primate brains just can’t make sense of.

To some extent, it helps that humanity is making these discoveries through their collective effort. It helps us accept a seemingly-impossible idea if it comes from a member of the same species. What happens, though, when we gain knowledge from something that is both not human and many times smarter than the entire human race? Will it seem like magic to us?

I argue that it would. I would also argue that we’ll be seeing this kind of magic sooner than you think. It won’t come from some enigmatic sorcerer with a thick beard, a white robe, and an uncanny resemblance to Ian McKellen. It’ll likely come from the world of advanced artificial intelligence.

In the past, whenever I’ve talked about advanced artificial intelligence, I’ve focused on its potential to fundamentally change our civilization and what it means to be human. I haven’t touched on how it might work, mostly because I’m not nearly smart enough to make sense of it. However, that gives me more in common with the experts than you think.

In the emerging, but rapidly growing field, of artificial intelligence, there’s a strange phenomenon known as black box AI. Simply put, this when we understand the data that goes in and comes out of an AI system. We just don’t know how it went about processing that data. It’s like putting a slab of meat in an oven, pressing a button, and getting a Big Mac without knowing how it was made.

It’s not quite magic, but it’s a manifestation of Arthur C. Clarke’s ideas on science and magic. AI systems today are advancing at a pace that we can’t hope to keep up with. We already have systems that can surpass any human in terms of Jeopardy, chess, and Go. We don’t yet have a system that has the same intellectual capacity of an adult human, but most experts believe we’re well on our way to achieving that.

When that day comes, we may very well have an AI that does more than just process data in ways we don’t understand. Once an AI is capable of matching or exceeding the intellectual capacity of an average human, then it’s likely the black box phenomenon will become more pronounced.

Imagine, for a moment, we had an AI that was smarter than even the smartest human beings on the planet. We go to that AI, we feed it every gigabyte of data we have on human biology, and ask it to surmise a cure for cancer. It takes only a few seconds to process all that data. Then, it spits out the formula for something that has eluded generations of doctors with ease.

We don’t know what form it may take. We may not even fully understand the components of it. However, it still works. From our perspective, it’s akin to a magical healing elixir straight from the world of Tolkein. We assume there’s some sort of science behind it, but we’re utterly baffled by the specifics. We just know it works.

It goes beyond medicine, as well. With an even more advanced AI, we could feed it every one of our most advanced theories about physics, biology, chemistry, and cosmology. We could then ask it to fill in all the gaps. Again, it gives us an answer and suddenly, we have a Theory of Everything.

We probably won’t understand the details. We may find out that we were dead wrong about particle physics, cosmology, or why our cell phone can’t hold a decent charge anymore. The knowledge such a system gives us could end up being so advanced that we literally do not have the intellectual capacity to understand it. It would be like an ant trying to do calculus.

In the same way a magnifying glass must seem like magic to an ant, the knowledge an advanced AI gives us may seem just as extraordinary. That’s especially true if we give that AI access to a 3D printer, a molecular assembler, or anything it could use to actually craft something.

That could be especially dangerous. For all we know, a sufficiently advanced AI could take a stack of dirty dishes and turn it into a nuclear bomb. We would have no idea how it would work. It would, for all intents and purposes, seem like magic to us. This thing would be doing something that our brains and senses tell us is impossible.

As the AI gets more advanced, it’s abilities and feats become more magical. At that point, it’ll be harder to accept that what it does counts as science. These advances are no longer coming from the efforts of people. They’re coming from a machine that’s millions, if not billions, of times smarter than any ordinary human could ever hope to be. How could it not magical from that perspective?

Throughout human history, sane and competent people have believed in magical things. Not long ago, people believed they could talk to the dead. Sir Isaac Newton believed in alchemy. Alfred Russel Wallace believed in literal spirits. Despite these beliefs, there was an important context to all these perspectives.

They emerged out of our collective ignorance of the world around us. We had nothing but our brains and our senses to make sense of it all. Since both can be easily fooled, as any competent street magician will attest, it doesn’t take much to get people to assume magic. An artificial intelligence would circumvent that context because it has something better than magic.

An advanced AI is not bound by the same senses that constantly fool ordinary humans. It doesn’t even have to misdirect or trick us. It only has to show us ideas and concepts that are completely real, but totally incomprehensible. The entire human race could spend a million years trying to understand it and it still wouldn’t be enough. It would still seem like magic to us.

That notion seems scary on paper and more than a few people have voiced concerns about this. However, all that magical thinking will only occur if our human brains remain unchanged and unenhanced. That’s not likely to be the case. Between the emergence of neural implants and the ongoing development of brain/machine interface, we’ll find a way to keep up with AI. If we want to survive as a species, we’ll have to.

Even if we do somehow keep up, there may still be aspects of advanced AI that seem like magic to us. That may always be the case, so long as we retain part of our caveman brains. Personally, I don’t think that’s a bad thing. No matter how smart or advanced we get, it helps to see a little magic in the world. With advanced AI, though, the rules for magic are bound to change, among many other things.

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