Category Archives: biotechnology

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

Why Biological Weapons Will Be A (MUCH) Bigger Threat In The Future

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It wasn’t too long ago that the biggest existential threat facing humanity was nuclear war. I’ve noted before how distressingly close we’ve come to a nuclear disaster and how the threat of a nuclear holocaust is still present. However, that threat has abated in recent decades, especially as nuclear weapons have gotten so destructive that their use is somewhat redundant.

More recently, people have become more concerned about the threat posed by advanced artificial intelligence. The idea is that at some point, an AI will become so intelligent and capable that we won’t be able to stop it in the event it decides that humanity must go extinct. It’s the basis of every Terminator movie, as well as an Avengers movie.

While I certainly have my concerns about the dangers of advanced artificial intelligence, it’s not the threat that worries me most these days. We still have some measure of control over the development of AI and we’re in a good position to guide that technology down a path that won’t destroy the human race. The same cannot be said for biological weapons.

If there’s one true threat that worries me more with each passing day, it’s that. Biological weapons are one of those major threats that does not slip under the radar, as evidenced by plenty of movies, books, and TV shows. However, the extent of that threat has become more understated in recent years and has the potential to be something more powerful than nuclear weapons.

By powerful, I don’t necessarily mean deadlier. At the end of the day, nuclear weapons are still more capable of rendering the human race extinct and turning the whole planet into a radioactive wasteland. The true power of biological weapons less about how deadly they can be and more about how useful they could be to potential governments, tyrants, or extremists.

For most of human history, that power has been limited. There’s no question that disease has shaped the course of human history. Some plagues are so influential that they mark major turning points for entire continents. The same can be said for our ability to treat such diseases. However, all these diseases had one fatal flaw that kept them from wiping out the human race.

Thanks to the fundamental forces of evolution, a deadly pathogen can only be so deadly and still survive. After all, an organism’s ultimate goal isn’t to kill everything it encounters. It’s to survive and reproduce. It can’t do that if it kills a carrier too quickly. If it’s too benign, however, then the carrier’s immune system will wipe it out.

That’s why even diseases as deadly as Ebola and Influenza can only be so infectious. If they kill all their hosts, then they die with them. That’s why, much to the chagrin of creationists, evolution doesn’t favor the natural emergence of apocalyptic diseases. They can still devastate the human race, but they can’t necessarily wipe it out. It would only wipe itself out in the process and most lifeforms avoid that.

It’s also why the large-scale biological weapons programs of the 20th century could only be so effective. Even if a country manufactured enough doses of an existing disease to infect every person on the planet, it won’t necessarily be deadly enough to kill everyone. Even at its worst, smallpox and bubonic plague never killed more than two-thirds of those it infected.

That’s not even factoring in how difficult it is to distribute these pathogens to everyone without anyone noticing. It’s even harder today because powerful governments invest significant resources into preventing and containing an outbreak. If large numbers of people start getting sick and dropping dead at a rapid rate, then someone will notice and take action.

That’s why, for the most part, biological weapons are both ethically untenable and not very useful as weapons of mass destruction. They’re difficult to control, difficult to distribute, and have unpredictable effects. They also require immense resources, considerable technical know-how, and a keen understanding of science. Thankfully, these are all things that extreme religious zealots tend to lack.

For the most part, these powerful constraints have kept biological weapons from being too great a threat. However, recent advances in biotechnology could change that and it’s here where I really start to worry. With recent advances in gene-editing and the emergence of tools like CRISPR, those limitations that kept biological weapons in check may no longer be insurmountable.

While I’ve done plenty to highlight all the good that tools like CRISPR could do, I don’t deny that there are potential dangers. Like nuclear weapons, this technology is undeniably powerful and powerful technology always carries great risks. With CRISPR, the risks aren’t as overt as obvious as fiery mushroom clouds, but they can be every bit as deadly.

In theory, CRISPR makes it possible to cut and paste genetic material with the same ease as arranging scattered puzzle pieces. With right materials and tools, this technology could be used to create genetic combinations in organisms that could never occur naturally or even with artificial selection.

Imagine a strain of smallpox that was lethal 100 percent of the time and just as infectious.

Imagine a strain of the flu that was as easy to spread as the common cold, but as deadly as bubonic plague.

Imagine a strain of an entirely new pathogen that is extremely lethal and completely immune to all modern medicine.

These are all possible, albeit exceedingly difficult, with genetic editing. Unlike nuclear weapons, it doesn’t require the procurement of expensive and dangerous elements. It just needs DNA, RNA, and a lab with which to produce them. It’s a scary idea, but that’s actually not the worst of it, nor is it the one that worries me most.

A doomsday bioweapon like that might be appealing to generic super-villains, but like nuclear weapons, they’re not very strategic because they kill everyone and everything. For those with a more strategic form of blood-lust, advanced biological weapons offer advantages that sets them apart from any other weapon.

Instead of a pathogen infecting everyone it comes into contact with, what if it only infected a certain group of people that carry a specifics traits associated with a particular race or ethnic group? What if someone wanted to be even more strategic than that and craft a pathogen that attacked only one specific person?

In principle, this is possible if you can manipulate the genetics of a disease in just the right way. Granted, it’s extremely difficult, but the potential utility makes it more useful than a nuclear bomb will ever be.

Suddenly, a government or terrorist organization doesn’t need a skilled assassin on the level of James Bond to target a specific person or group. They just need the right genetic material and a working knowledge of how to program it into a synthetic pathogen. It could even be made to look like a completely different disease, which ensured it didn’t raise any red flags.

It’s not the ultimate weapon, but it’s pretty darn close. Biological weapons with this level of refinement could potentially target entire groups of people and never put the attackers at risk. As a strategy, it can effectively end an entire conflict without a shot being fired. Those infected wouldn’t even know it was fired if the pathogen were effectively distributed.

It’s one of those weapons that both terrorists and governments would be tempted to use. The most distressing part is they could use it in a way that’s difficult to detect, let alone counter. Even after all the death and destruction has been wrought, how do you even prove that it was a result of a bioweapon? Even if you could prove that, how would you know who made it?

These are the kinds of questions that only have disturbing answers. They’re also the reasons why I believe biological weapons are poised to become a far bigger issue in the coming years. Even if it’s unlikely they’ll wipe out the human race, they can still cause a special kind of destruction that’s almost impossible to counter.

Unlike any other weapon, though, the destruction could be targeted, undetectable, and unstoppable. Those who wield this technology would have the power to spread death with a level of precision and tact unprecedented in human history. While I believe that humanity will eventually be able to handle dangerous technology like artificial intelligence, I doubt it’ll ever be capable of handling a weapon like that.

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When Sex Is Divorced From Reproduction: The Possibilities And Implications

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Relatively speaking, it wasn’t that long ago in humanity’s history when finding food was a matter of survival. It wasn’t as simple as walking into the nearest grocery store and buying whatever was on sale. Individuals, governments, and societies dedicated a good chunk of their time and energy into securing a stable food source. Those who didn’t were usually the first victims of the next famine.

These days, getting a meal is less about survival and more about logistics. Thanks to major advances in agricultural science, including those of the late Norman Borlaug, we have so much abundant food that overeating is now a bigger problem than famine. Hunger is still a major issue for certain parts of the world, but it’s more a logistical issue than a resource issue.

Once food was divorced from famine and survival, it changed the way society approached it. Most people don’t even think about where they’re going to get their next meal. Their main concern is whether it’ll be a tasty meal.

With this critical need met, we can focus more time and energy on other matters. Even before science gave us abundant food, sex and reproduction was usually our second most pressing focus. It’s the other powerful drive that unites us all as a species. As a result, it’s subject to all sorts of taboos and has been central to multiple revolutions.

There’s no question that technology has impacted sexuality every bit as much as it impacted food production. Even advances unrelated to sex, especially anti-biotics, affected various attitudes and norms. However, even with these advances, sex maintains much of its primary function in that it’s still necessary for reproduction.

With that in mind, what happens when that’s no longer the case?

What happens to sex when it’s completely divorced from reproduction?

This isn’t another speculative thought experiment. This process is already unfolding. I would argue that it started on July 25, 1978 when the first baby was born from in vitro fertilization. Since then, over 8 million babies have been born through this technology. That is not a trivial number when we’re dealing with human lives.

Just take a step back to appreciate the implications of these lives. They were all conceived and birthed without sex. In centuries past, this was grounds for a miracle that could serve as a basis for a major religion. These days, it’s so routine that it never makes the news. Most people don’t think about it. It helps that these people are just as healthy and prosperous as those who were conceived with sex.

In the near future, this could change as well. Late last year, our technology went a step further beyond conceiving babies through in vitro fertilization with the birth of the first genetically edited babies in China. Now, it’s not just normal babies being born through this technology. Thanks to tools like CRISPR, children born without sex could be healthier and stronger than those conceived through sex.

Again, that is not a trivial detail. It’s one thing for technology to simply match a natural process, especially one as critical as human reproduction. Once it starts doing it better than nature, then that’s a huge paradigm shift. It might even be a point of no return. Having babies through sex is still a thing, but it’s no longer the most effective way to have healthy, strong children.

While this has generated plenty of controversy around topics like designer babies, there hasn’t been as much discussion about what this means for sex. If sex is no longer the primary method for reproduction, or the safest for that matter, what happens to our society? What happens to centuries of taboos, attitudes, traditions, and gender roles?

It’s difficult to speculate, but some have tried. In a recent article with the BBC, author Henry T. Greely laid out a general timeline. It doesn’t rely entirely on huge leaps in reproductive technology. It simply follows the trends that began with in vitro fertilization. In the interview, these are just a few thoughts he shared.

In 20 to 40 years, most people all over the world with good health coverage will choose to conceive in a lab. Like most things, there will be a fair amount of visceral negative reaction initially, but as time goes on and kids prove not to have two heads and a tail, the public will come not only to tolerate but to prefer reproducing non-sexually.

From a logistic and public health standpoint, this makes sense. Any healthy and prosperous society would want to promote the birth of healthy children in a manner that preserves the health of the mother. With technology like in vitro and CRISPR, it might very well be preferable because it means fewer diseases, lower health care costs, and fewer burdens on parents.

That doesn’t even begin to factor in the impact of more advanced reproductive technologies. With advances like artificial wombs in development, sex wouldn’t just be divorced from reproduction. Reproduction might not require any intimate connection whatsoever. At that point, sex for reproduction is akin to drinking unpasteurized milk.

Will people still have sex at that point? I believe they will. Unless we radically change our bodies all at once, the hardware for sex will still be present. The drive to do it will still be there as well, although some might opt to turn it off if that were an option. Regardless of any lingering attitudes and taboos, there’s no getting around it. Sex still feels good. It’s still a profoundly intimate act with many health benefits.

How people go about it will likely change. A great many taboos about sex stem from its role in reproduction. Much of the stigma surrounding promiscuity and traditional gender roles have a basis in highlighting the importance of sex in the propagation of our society and species. If are reckless about it, then that can spread disease, destabilize families, and create unhealthy environments for children.

Going back to the parallels with food, the same logic was once used to discourage gluttony. For much of human history, we had to be careful with how we consumed our food. If people consumed too much and were reckless with our eating habits, then they were ill-prepared for the next famine that inevitably came.

While sex and reproduction are still very different from consuming food, the influence of technology had a major impact on collective attitudes. We don’t look at people who overeat the same way we look at people who have lots of sex. Both may still draw scorn, but few will worry for the survival of the future of their community if a handful of people overeat.

At the moment, there are very real concerns surrounding falling birth rates and people having less sex than ever before. In some countries, the low birth rates are seen as an outright crisis that has also fueled ongoing debates surrounding immigration. Crisis or not, this situation is adding more urgency to the development of reproductive technologies. That, along with the decline in sex, could hasten this pending divorce.

Once it’s finalized, what form will sex take? It could simply become an act of intimacy or recreation. Humans might ultimately treat it the same way Bonobo monkeys treat it. It’s just an intimate activity that people do. Reproduction never even enters the conversation. People save that for when they want to design their baby.

It could also gain another purpose entirely. Maybe sex becomes less an act of intimacy and more an elaborate handshake, of sorts. It could be seen as a way of establishing trust or differentiating between casual acquaintances and close friends. In that world, friends with benefits are just friends. The benefits are implied by the friendship.

There’s also the very real possibility that people will just lose interest in sex. If there’s no reason to do it and it has no bearing on the growth of a society, then it just might be an afterthought. People might still do it, but those who do would be like the people who still have their own gardens in the backyard. It’s a quaint echo of our past that most have moved past.

These are possibilities. For now, there are no inevitabilities with respect to how we’ll approach sex once it’s no longer necessary for reproduction. It’ll likely be several decades before reproductive technology gets to a point where it’s preferable to sex, both for individuals and societies at large. Until then, this lengthy divorce is already at the early stages. It’s just a matter of how messy it’ll get in the coming years.

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Filed under biotechnology, CRISPR, futurism, gender issues, human nature, Marriage and Relationships, Second Sexual Revolution, sex in society, sexuality, Sexy Future, technology