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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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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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Killer Robots, Drone Warfare, And How Artificial Intelligence Might Impact Both

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On November 5, 2001, the history of warfare changed forever. On that date, an unmanned Predator drone armed with hellfire missiles killed Mohammed Atef, a known Al-Qaida military chief and the son-in-law to Osama Bin Laden. From a purely strategic standpoint, this was significant in that it proved the utility of a new kind of weapon system. In terms of the bigger picture, it marked the start of a new kind of warfare.

If the whole of human history has taught us anything, it’s that the course of that history changes when societies find new and devastating ways to wage war. In ancient times, to wage war, you needed to invest time and resources to train skilled warriors. That limited the scope and scale of war, although some did make the most of it.

Then, firearms came along and suddenly, you didn’t need a special warrior class. You just needed to give someone a gun, teach them how to use it, and organize them so that they could shoot in a unit. That raised both the killing power and the devastating scale of war. The rise of aircraft and bombers only compounded that.

In the 20th century, warfare became so advanced and so destructive that the large-scale wars of the past just aren’t feasible anymore. With the advent of nuclear weapons, the potential dangers of such a war are so great that no spoils are worth it anymore. In the past, I’ve even noted that the devastating power of nuclear weapons have had a positive impact on the world, albeit for distressing reasons.

Now, drone warfare has added a new complication. Today, drone strikes are such a common tactic that it barely makes the news. The only time they are noteworthy is when one of those strikes incurs heavy civilian casualties. It has also sparked serious legal questions when the targets of these strikes are American citizens. While these events are both tragic and distressing, there’s no going back.

Like gunpowder before it, the genie is out of the bottle. Warfare has evolved and will never be the same. If anything, the rise of combat drones will only accelerate the pace of change with respect to warfare. Like any weapon before it, some of that change will be negative, as civilian casualties often prove. However, there also potential benefits that could change more than just warfare.

Those benefits aren’t limited to keeping keep soldiers out of combat zones. From a cost standpoint, drones are significantly cheaper. A single manned F-22 Raptor costs approximately $150 million while a single combat drone costs about $16 million. That makes drones 15 times cheaper and you don’t need to be a combat ace to fly one.

However, those are just logistical benefits. It’s the potential that drones have in conjunction with advanced artificial intelligence that could make them every bit as influential as nuclear weapons. Make no mistake. There’s plenty of danger in that potential. There always is with advanced AI. I’ve even talked about some of those risks. Anyone who has seen a single “Terminator” movie understands those risks.

When it comes to warfare, though, risk tolerance tends to be more complicated than anything you see in the movies. The risks of AI and combat drones have already sparked concerns about killer robots in the military. As real as those risks are, there’s another side to that coin that rarely gets discussed.

Think back to any story involving a drone strike that killed civilians. There are plenty of incidents to reference. Those drones didn’t act on orders from Skynet. They were ordered by human military personnel, attempting to make tactical decision on whatever intelligence they had available at the time. The drones may have done the killing, but a human being gave the order.

To the credit of these highly trained men and women in the military, they’re still flawed humans at the end of the day. No matter how ethically they conduct themselves, they’re ability to assess, process, and judge a situation is limited. When those judgments have lives on the line, both the stakes and the burdens are immense.

Once more advanced artificial intelligence enters the picture, the dynamics for drone warfare changes considerably. This isn’t pure speculation. The United States Military has gone on record saying they’re looking for ways to integrate advanced AI into combat drones. While they stopped short of confirming they’re working on their own version of Skynet, the effort to merge AI and combat drones is underway.

In an overly-simplistic way, they basically confirmed they’re working on killer robots. They may not look like the Terminator or Ultron, but their function is similar. They’re programmed with a task and that task may or may not involve killing an enemy combatant. At some point, a combat drone is going to kill another human being purely based on AI.

That assumes it hasn’t already happened. It’s no secret that the United States Military maintains shadowy weapons programs that are often decades ahead of their time. Even if it hasn’t happened yet, it’s only a matter of time. Once an autonomous drone kills another human being, we’ll have officially entered another new era of warfare.

In this era, there are no human pilots directing combat drones from afar. There’s no human being pulling the trigger whenever a drone launches its lethal payload into a combat situation. The drones act on their own accord. They assess all the intel they have on hand, process it at speeds far beyond that of any human, and render decisions in an instant.

It sounds scary and it certainly is. Plenty of popular media, as well as respected public figures, paint a terrifying picture of killer robots killing without remorse or concern. However, those worst-case-scenarios overlook both the strategic and practical aspect of this technology.

In theory, a combat drone with sufficiently advanced artificial intelligence will be more effective than any human pilot could ever be in a military aircraft. It could fly better, carrying out maneuvers that would strain or outright kill even the most durable pilots. It could react better under stressful circumstances. It could even render better judgments that save more lives.

Imagine, for a moment, a combat drone with systems and abilities so refined that no human pilot or officer could hope to match it. This drone could fly into a war zone, analyze a situation, zero in on a target, and attack with such precision that there’s little to no collateral damage.

If it wanted to take a single person out, it could simply fire a high-powered laser that hits them right in the brain stem.

If it wants to take out someone hiding in a bunker, it could utilize a smart bullet or a rail gun that penetrates every level of shielding and impacts only a limited area.

If it wants to take out something bigger, it could coordinate with other drones to hit with traditional missiles in such a way that it had no hope of defending itself.

Granted, drones this advanced probably won’t be available on the outset. Every bit of new technology goes through a learning curve. Just look at the first firearms and combat planes for proof of that. It takes time, refinement, and incentive to make a weapons system work. Even before it’s perfected, it’ll still have an impact.

At the moment, the incentives are definitely there. Today, the general public has a very low tolerance for casualties on both sides of a conflict. The total casualties of the second Iraq War currently sit at 4,809 coalition forces and 150,000 Iraqis. While that’s only a fraction of the casualties suffered in the Vietnam War, most people still deem those losses unacceptable.

It’s no longer feasible, strategically or ethically, to just blow up an enemy and lay waste to the land around them. Neither politics nor logistics will allow it. In an era where terrorism and renegade militias pose the greatest threat, intelligence and precision matter. Human brains and muscle just won’t cut it in that environment. Combat drones, if properly refined, can do the job.

Please note that’s a big and critical if. Like nuclear weapons, this a technology that nobody in any country can afford to misuse. In the event that a combat drone AI develops into something akin to Skynet or Ultron, then the amount of death and destruction it could bring is incalculable. These systems are already designed to kill. Advanced AI will just make them better at killing than any human will ever be.

It’s a worst-case scenario, but one we’ve managed to avoid with nuclear weapons. With advanced combat drones, the benefits might be even greater than no large-scale wars on the level of Word War II. In a world where advanced combat drones keep terrorists and militias from ever becoming too big a threat, the potential benefits could be unprecedented.

Human beings have been waging bloody, brutal wars for their entire history. Nuclear weapons may have made the cost of large wars too high, but combat drones powered by AI may finally make it obsolete.

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Finding True Love And Living Happily Ever After According To Isaac Arthur

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I’ve talked quite a bit about the future of love on this site. I’ve explored the impact of artificial intelligence, radical life extension, and human enhancement on the dynamics of pursuing love and fostering romance. I don’t claim to be the best when it comes to contemplating these topics. I’m humble enough to admit I’m not even in the top 10.

As such, I freely admit there are people who discuss this issue in far greater detail with far greater production values than I’ll ever manage. Just recently, I stumbled across a YouTube channel by someone who makes contemplating the future a relaxing, engaging, and downright pleasant experience.

The name of that channel is Isaac Arthur. If you, or anyone you know, has even a passing interest on future technology, sci-fi concepts, or space exploration, I highly recommend you check out this channel. It covers a wide range of topics from colonizing space to future sources of energy to what kind of pets we may have in the future.

Naturally, a video he made about finding love using future technology is one of my favorite. It only came out earlier this year, but it perfectly breaks down how love, romance, marriage, and family may unfold in a future dominated by artificial intelligence and radical life extension. Mr. Arthur does in one video what I probably couldn’t do in a hundred articles. For that, I thank him.

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Neuralink Event: Updates, Insights, And (Big) Implications

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It’s been a while since I’ve talked about Neuralink. There’s a good reason for that. Even though Elon Musk announced the formation of the company back in 2017, there hasn’t been much news, aside from a few cryptic teases. That didn’t stop me from proclaiming it be one of the most important venture of all time and I still stand by that proclamation.

Finally, on July 16, 2019, we got some news from Neuralink that attracted major press coverage. Musk, in an event that was live-streamed, offered some tantalizing details on the state of the company’s research into advanced brain implants. He didn’t announce that they’d perfected it. However, he did make clear that this is not some crazy idea he just scribbled on a cocktail napkin.

The presentation was lengthy and I encourage everyone to check it out. I’m nowhere near as smart, articulate, or successful as Elon Musk. Very few individuals on this planet are. If for no other reason, watch this event to affirm that he’s serious about merging human brains and machines.

If you don’t have time to watch the whole thing, here a few key points:

  • The first use of this technology will be to treat brain disorders
  • The company has over $150 million and almost 100 employees
  • It has made significant strides in crafting advanced electrodes that can be implanted in a human brain
  • The current prototype utilizes chips that can process brain signals
  • The prototypes have proven functional with rats and monkeys

These insights are intriguing, but they’re not going to change the world overnight. It’s not like we’ll be able to order our own brain implants from Amazon by the end of the year. This technology is still in its infancy. We’ve only recently developed computer hardware that can communicate with brain cells. We’re a long way off from functioning on the level of the Borg.

What Musk laid out wasn’t just a vision. He offered specifics, citing where we are with the technology and who will initially benefit. It makes sense for those with brain disorders to act as the first beneficiaries. Aside from the difficulty of convincing most people to have something put into their brains, these implants could be invaluable at helping quadriplegics improve their lives.

It’s not an impossible feat, having brains interact directly with machines. It has been successfully done with monkeys. It’s just a matter of testing, refinement, and improvement. Like cell phones and Lasik surgery, which I’ve had done, the technology will improve once it has a foundation to build on.

Now, we got a glimpse of that foundation and there’s plenty of reasons for excitement. While nobody can predict the future, especially not as well as someone like Elon Musk, there are some major implications for the near and distant future.

Just controlling a computer with your brain is not the endgame of this technology. Musk stated clearly in the event that the ultimate goal is to create an intimate, symbiotic relationship between humans and advanced artificial intelligence. He sees it as a necessary relationship if we’re to minimize the existential threat posed by AI.

Before we get to that goal, though, it’s almost a given that this technology will find other uses and markets. One market that wasn’t mentioned in the presentation, but could prove very lucrative, is gaming.

As much as video game technology has advanced since the early days of Nintendo, the controls haven’t evolved much. We still need a keyboard or a controller to interact with the system. As someone whose reflexes were rarely fast enough while playing Mike Tyson’s Punch Out, I can appreciate those limitations more than most.

Imagine an interface where moving a character or a cursor required only your thoughts. Suddenly, you’re no longer restricted to button sequences and analog sticks. The controls only limited by your brain’s ability to give the necessary commands. Whether you’re playing an old Mario game or Grand Theft Auto V, you guide everything along with your thoughts.

Considering the gaming industry is a multi-billion dollar industry, the incentives for innovation are strong. If a brain interface offers novelty or advantages for gaming, then Neuralink is in a position to reap the benefits.

Those same benefits extend beyond the gaming industry. While it may take a while for an implant to process the complex controls of a video game, it might not take as long to create one with the ability to give wielders more direct control of their smartphone. Some may recoil at the thought of being that connected with their smartphone, but the benefits may be too good to pass up.

I can easily imagine an interface that not only helps people type messages faster, but provides better security than passwords, fingerprints, or facial recognition. Hackers might be able to crack a password, but brain signals would pose a far more daunting challenge.

This kind of interface also opens the door to a more intimate forms of communication. It’s one thing to just send texts and emails with our phones. What if we could send codes through brain implants that actually convey feelings and emotions? Instead of emojis, we could just send a coded message from one implant to another that conveys anything from happiness to shock to sarcasm.

That level of communication wouldn’t just be groundbreaking. It would change the way human beings interact. Again, it would be somewhat rudimentary at first, but with refinement, it could open entirely new channels for those who take advantage of this technology.

These are just some of the possibilities. The implications for the distant future are big, but the possibilities for the near future are just as tantalizing. Right now, the near-term goal revolves around helping brains interact with computers. At the moment, those computers are not advanced AIs. When that time comes, though, we’ll at least have a channel for that interaction.

These are exciting times, indeed. This is not just some eccentric billionaire’s crazy vision. This is really happening. There have been many technological advances that have changed our lives, but this technology may ultimately change much more than that.

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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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Why Designer Babies Are NOT The Same As Eugenics

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As much as I celebrate advances in science and technology, I don’t deny there are instances where some advances it leads to unintended consequences. I’m sure the inventor of ski masks knows that all too well. In many cases, these missteps and mishaps are part of the ongoing challenge to use these advances responsibly. It’s akin to a maturation process that is often difficult, but still necessary.

In some cases, however, certain advances bring out some of humanity’s ugliest traits. Whether it’s a tool or an insight into the natural world, certain people who may or may not be malicious will use science to further a nefarious agenda. Of all the sciences that brought out the worst in humanity, eugenics is probably the most well-known.

The concept, itself, is not entirely abhorrent. If you look up the definition, this is what comes up.

The practice or advocacy of controlled selective breeding of human populations to improve the population’s genetic composition.

On paper, that has some objective merit. The world is a chaotic, dangerous place that’s constantly changing. In some cases, humanity is causing that change. If we’re to survive on a planet in which 99 percent of the species that have ever lived have gone extinct, it makes sense to improve our collective genetics so that we’re best equipped to survive.

Unfortunately, the details surrounding eugenics were permanently tainted when it became the preferred excuse for atrocities by the Nazis. Even before that, it was a popular talking point among racists seeking to marginalize or outright exterminate the impact of certain minorities within a society. At one point, there were organizations dedicated to promoting eugenics through forced sterilization and miscegenation laws.

The legacy of eugenics is so ugly that it’s almost synonymous with some of the worst acts of bigotry ever committed. When people think of eugenics, they don’t think of advancing human biology to make it more robust. They imagine racist tyrants forcibly sterilizing undesirable minorities in the hopes that they eventually die out in a silent genocide.

There’s no question that this form of eugenics is abhorrent. The way it was practiced throughout the 20th century was a perversion of science and technology. We would be wise to remember that as we make bigger and bolder advancements in science, especially for those related to biotechnology.

It’s here where the ugly legacy of eugenics seems destined to clash with science once more. In late 2018, news broke of a groundbreaking advance in biotechnology when a scientist named He Jiankui announced that the first genetically modified humans had been born. I went out of my way to note why this is a huge deal in the history of our species, but it’s also sparking distressing concerns related to eugenics.

Thanks to gene-editing tools like CRISPR, it’s now possible to edit the human genome with the same ease as copying and pasting text from a website. That has sparked concerns that it will be used to purge certain undesirables from the human population, just as was attempted with eugenics.

Logistically, there’s no reason why tools like CRISPR couldn’t be used to edit the genome of every child before they’re born to ensure they look a certain way. Granted, it would require some fairly invasive policies, but that has never stopped ambitious governments in the past. As these tools are refined, it’ll only get easier to pursue the kinds of racist policies that deplorable bigots in the past once favored.

However, this is not a fair association, nor is it constructive in addressing the legitimate issues surrounding the use of CRISPR and so-called designer babies. Linking this technology to eugenics is akin to blaming every nuclear physicist for the destruction of Hiroshima and Nagasaki. It’s not just because the potential of this technology is so great. The intent behind it differs considerably with that of eugenics.

That intent shows in the specifics of the first two genetically modified children. These children were not born out of a desire for racial superiority. The modifications made to their genome was intended to make them more resistant to HIV/AIDS infection. That’s an objective good. Healthier babies who are more resistant to disease is a benefit to our species, as a whole.

In addition, this feat was achieved without sterilizing someone against their will or without the consent of the parents. While there were some legitimate ethical concerns, the underlying purpose has little to do with furthering racial goals and more to do with combating disease and suffering. This is where the difference between eugenics and designer babies at its most stark.

Eugenics, historically speaking, was almost always pursued with a racial agenda. It never stopped at just treating disease. Its advocates sought more than just health. They sought superiority. That’s not how the emerging technology surrounding CRISPR is being used. It’s following a similar path to that of in-vitro fertilization, which was subject to plenty of controversy as well.

Like any technology, there are going to be legitimate concerns mixed in with the doomsayers. With CRISPR and designer babies, the concerns will be greater because the stakes will be higher. We’re not just talking about a technology that will reduce the risk of inherited diseases. This technology could fundamentally change the human race in a very literal sense.

Designer babies, much like their in vitro counterparts, will be part of that change. Regardless of how someone feels about endowing a baby with the genetics of Tom Brady and Stephen Hawking, the potential for good is just too vast. Thousands of people die every year because of diseases that are written into their genes. This technology, if properly refined, could render such suffering a distant memory.

Hesitating with this technology because of potential links to eugenics will only prolong this suffering. In the same way countless individuals wouldn’t be alive without in-vitro fertilization, there are countless people who aren’t alive now because this technology wasn’t available to help them.

Treating diseases and ensuring the health of the next generation is a common good that eugenics corrupted with racist ideology. It attempted to do that by using science and technology to more effectively oppress their chosen enemies. That is radically different than editing the genes of a child so they don’t succumb to certain diseases.

That’s not to say there aren’t risks. At some point, someone will try to abuse this technology and it’s likely that person will have unpopular views on eugenics. There will also be a point where this technology isn’t just used to treat diseases. It will also be used to implement traits and abilities within people that aren’t possible by natural means.

The look of a baby who never has to worry about genetic diseases.

The merits and ethics of such genetic tampering are definitely worth discussing, but references to eugenics will only serve to derail that discussion for all the wrong reasons. Like it or not, humans will need to keep adapting and growing in our chaotic world. If we ever hope to outlast our planet and even our sun, we can’t be bound by genetic constraints or outdated attitudes.

That makes developing genetics technology all the more vital. Eugenics was a bad ideology that hijacked a lot of good science. Whatever your opinion may be on designer babies and improving the human genome, the technology is here. Children born of this technology have arrived. The benefits are vast, provided we have the right approach.

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