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Some photo-hosting services, such as Google Photos, are good examples of this. Once you upload all your family photos to the service, it automatically recognizes that the same person A shows up in photos 1, 5, and 11, while another person B shows up in photos 2, 5, and 7. This is the unsupervised part of the algorithm (clustering). Now all the system needs is for you to tell it who these people are. Just one label per person,4 and it is able to name everyone in every photo, which is useful for searching photos.
Aurélien Géron (Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems)
Evolution optimizes strongly for energy efficiency because of limited food supply, not for ease of construction or understanding by human engineers. My wife, Meia, likes to point out that the aviation industry didn’t start with mechanical birds. Indeed, when we finally figured out how to build mechanical birds in 2011,1 more than a century after the Wright brothers’ first flight, the aviation industry showed no interest in switching to wing-flapping mechanical-bird travel, even though it’s more energy efficient—because our simpler earlier solution is better suited to our travel needs. In the same way, I suspect that there are simpler ways to build human-level thinking machines than the solution evolution came up with, and even if we one day manage to replicate or upload brains, we’ll end up discovering one of those simpler solutions first. It will probably draw more than the twelve watts of power that your brain uses, but its engineers won’t be as obsessed about energy efficiency as evolution was—and soon enough, they’ll be able to use their intelligent machines to design more energy-efficient ones.
Max Tegmark (Life 3.0: Being Human in the Age of Artificial Intelligence)
Let me tell you why the rest of the world needs to pay attention to what happens in the Philippines: 2021 was the sixth year in a row that Filipinos – out of all global citizens – spent the most time on the internet and on social media. Despite slow internet speeds, Filipinos uploaded and downloaded the largest number of videos on YouTube in 2013. Four years later, 97% of our country’s citizens were on Facebook. When I told that statistic to Mark Zuckerberg in 2017, he was quiet for a beat. “Wait, Maria,” he finally responded, looking directly at me, “where are the other three percent?” At the time, I laughed at his glib quip. I’m not laughing anymore. As these numbers show and as Facebook admits, the Philippines is ground zero for the terrible effects that social media can have on a nation’s institutions, its culture, and the minds of its populace.
Maria Ressa (How to Stand Up to a Dictator)
Spotify had learned its lesson. Deploying a powerful capability in the domain of your allies is a recipe for crisis. Sustaining a coalition requires disciplining your own urges and direction of growth. A corollary, however, is that deploying that same capability in a domain where you do not depend on critical allies can be a powerful growth accelerator. For Spotify, being forced to look beyond music clarified the potential of a new horizon in podcasts—audio shows in the spirit of early radio, covering an enormous variety of topics and themes. Within a year of dropping the upload service in the music arena, Spotify would spend over $1 billion acquiring exclusive content and content aggregators in the podcast arena,
Ron Adner (Winning the Right Game: How to Disrupt, Defend, and Deliver in a Changing World (Management on the Cutting Edge))
As I’ve said throughout this book, networked products tend to start from humble beginnings—rather than big splashy launches—and YouTube was no different. Jawed’s first video is a good example. Steve described the earliest days of content and how it grew: In the earliest days, there was very little content to organize. Getting to the first 1,000 videos was the hardest part of YouTube’s life, and we were just focused on that. Organizing the videos was an afterthought—we just had a list of recent videos that had been uploaded, and you could just browse through those. We had the idea that everyone who uploaded a video would share it with, say, 10 people, and then 5 of them would actually view it, and then at least one would upload another video. After we built some key features—video embedding and real-time transcoding—it started to work.75 In other words, the early days was just about solving the Cold Start Problem, not designing the fancy recommendations algorithms that YouTube is now known for. And even once there were more videos, the attempt at discoverability focused on relatively basic curation—just showing popular videos in different categories and countries. Steve described this to me: Once we got a lot more videos, we had to redesign YouTube to make it easier to discover the best videos. At first, we had a page on YouTube to see just the top 100 videos overall, sorted by day, week, or month. Eventually it was broken out by country. The homepage was the only place where YouTube as a company would have control of things, since we would choose the 10 videos. These were often documentaries, or semi-professionally produced content so that people—particularly advertisers—who came to the YouTube front page would think we had great content. Eventually it made sense to create a categorization system for videos, but in the early years everything was grouped in with each other. Even while the numbers of videos was rapidly growing, so too were all the other forms of content on the site. YouTube wasn’t just the videos, it was also the comments left by viewers: Early in we saw that there were 100x more viewers than creators. Every social product at that time had comments, so we added them to YouTube, which was a way for the viewers to participate, too. It seems naive now, but we were just thinking about raw growth at that time—the raw number of videos, the raw number of comments—so we didn’t think much about the quality. We weren’t thinking about fake news or anything like that. The thought was, just get as many comments as possible out there, and the more controversial the better! Keep in mind that the vast majority of videos had zero comments, so getting feedback for our creators usually made the experience better for them. Of course now we know that once you get to a certain level of engagement, you need a different solution over time.
Andrew Chen (The Cold Start Problem: How to Start and Scale Network Effects)
The deepest form of self-love is not centering your happiness around others. It's accepting you’ll disappoint a few along your journey. It's not earning the world's approval, but feeling at peace in your own skin, unmoved by how others perceive you. It’s not feeling unsettled until you reach all your goals, but finding joy in how far you made it. It's not regretting past decisions, experiences, or relationships, but unwrapping silver linings and letting aha moments be your closure. The deepest form of self-love is not doubting yourself when honest love shows up, but welcoming it with confidence because you know every cell in your body is deserving of it. It's not convincing yourself that the world has turned its back on you when a situation arises, but having faith that you will rise again and settle into your beautiful self as the glorious sun does for the sky every morning. The deepest form of self-love is feeling proud of the life you're living despite how it may look on someone's screen, despite not capturing a sacred moment and uploading it in time. It's understanding that happiness is always in your hands, that it always starts with you.
Nida Awadia (Not Broken, Becoming.: Moving from Self-Sabotage to Self-Love.)
Anthony Burrow, a professor of human development at Cornell University, led another study that showed a strong sense of purpose can even make us immune to the likes (or lack of likes) we garner on social media. First, he and his research partner had participants fill out a series of questionnaires measuring the degree to which they felt connected to a sense of purpose in life. Then the participants were told they would be helping to test a new social networking site. First they had to start building their profiles by posting a selfie. The researchers gave them a camera, then pretended to upload the image to the fictional website. Then, after five minutes, they told the participants how many likes their selfie had gotten compared with other people’s photos—above average, about the same, or below average. Finally, the participants filled out another questionnaire that measured self-esteem. It turned out that those with less of a sense of purpose in life experienced spikes or drops in their self-esteem based on how many likes their selfie got, or didn’t get, while those with a stronger sense of purpose were relatively unaffected. Their self-esteem held steady.
Jay Shetty (8 Rules of Love: How to Find It, Keep It, and Let It Go)
If you had lived as a new Christian convert during the rule of the Roman Empire, one of your biggest challenges would have been dealing with the pagan philosophical propaganda that surrounded you. I call it paganosophy. In a Greco-Roman city, most statues depicted partial or total nudity. In the gymnasiums, male athletes worked out naked. In fact, the word gymnasium dates back to the Greek word gymnasion, which literally was a “school for training naked.” Pagan Greeks and Romans insisted there was nothing wrong with showing off a well chiseled body. This is an example of what Paul was speaking of when he wrote, “They worshipped and served the creature more than the Creator” (Rom. 1:25). Roman bathhouses were a popular place for men and women in the city to gather. There were times in history when men and women would occupy the same rooms in the bathhouse. At other times, cities would make decrees prohibiting it. We uploaded a highly viewed YouTube video that we taped in Beit She’an, Israel at the excavated ruins of this Roman city that was destroyed by an earthquake in the ninth century. The city’s ancient public toilets (latrines) had been unearthed. In Roman times there were public latrines in different cities for the benefit of the citizens, since only the wealthy could afford private latrines. The toilet seats, made of stone, were a couple feet long, with one end connected to the wall and the stones resting upon a base with water running beneath for drainage. There was enough space to allow a person to sit between each stone. No archaeological evidence indicated that dividers were used, and as people sat side by side on stones in a public latrine, they discussed business. Deals and contracts were made at the public toilet. Some of the terms we hear today were coined at the Roman toilet. When a person says they have to “do their business,” they’re using a term that originated from men who literally conducted business at the toilet. The signage at the Beit She’an site indicates that men and women shared the same large room, with men on one side of the room and women on the other. Today, we find ourselves returning to trends from the Roman Empire, where men are allowed to use women’s facilities, if they claim to identify as a woman that day. Attacks against women in their own facilities confirm that many of these males are there to take advantage of a ludicrous idea being promoted by the same spirits of the ancient Roman Empire.
Perry Stone (Artificial Intelligence Versus God: The Final Battle for Humanity)
You must understand that the Nymphs are not all loyal to the Shadow Princess,” Miguel said hurriedly. “Many of us are enslaved as I was, but many more are in hiding.” “Wait, what if Alejandro is able to hear this discussion?” Darius hissed. “He cannot see anything but the memories in the web,” Miguel promised. “And he is no longer uploading memories here himself, believing it a pointless endeavour now that his sister is dead and there is no information to be shared.” “So what is it you want to tell us?” I asked. “I know what you are doing,” he said excitedly. “You closed one of the rifts and have weakened the Shadow Princess. She is most aggrieved, and it has been hard to hide my jubilation and pretend I am still a slave among her ranks.” “What do you know about the rifts?” I asked hopefully. “I don’t know their locations, but I do know how you can find them. You see, I was there the day Vard was gifted a shadow eye. I know of its power. And I believe it can be used to find the rifts.” “Are you saying we need his eye?” Darius asked in confusion. “Yes,” Miguel said eagerly. “It is no normal eye, it’s infected with the shadows. If you could make a spyglass strong enough to hold it, I believe it could show you the locations of the rifts.” “How are we supposed to get close to that asshole?” Darius asked. “Perhaps you can think of some way,” Miguel said anxiously. “For if you can find those rifts and close them, you will be able to block Lavinia off from her power.
Caroline Peckham (Heartless Sky (Zodiac Academy, #7))
When I came to the Middle East, journalists had a kind of immunity that allowed us to travel freely and meet with militants who hated Israel and the United States. In 2000, when I was working for Agence France-Presse, I didn’t feel fearful when I went to Gaza to meet with Hamas leaders or to the West Bank to speak to Palestinian gunmen. These men didn’t much like me. We didn’t have anything in common. But they felt that they had to treat me with common decency and a modicum of respect because I was a journalist and I was writing about them. They wanted to spin me so that I would give the world their version of events. They were never completely happy, of course, because my pieces didn’t make them look as perfect as they looked to themselves. But they needed to talk to me and other reporters because we were the only way they could get their story out. Now jump ahead to 2006. Zarqawi was on his killing spree in Iraq, and suddenly the Internet had become ubiquitous, and uploading videos on YouTube and other platforms was literally child’s play. So Zarqawi and his henchmen said to themselves, “Why should we let reporters interview us and filter what we say? We can go straight to the Internet and say exactly what we want, for as long as we want to say it, and we can post videos that Western journalists would never show.” Journalists became worthless, at least as megaphones. But we became valuable as commodities to be stolen, bought, and sold, traded for prisoners, or ransomed for millions.
Richard Engel (And Then All Hell Broke Loose: Two Decades in the Middle East)
Now compare the way these two ideas—HDTV and YouTube—changed the basic rules of engagement for their respective platforms. Going from analog television to HDTV is a change in degree, not in kind: there are more pixels; the sound is more immersive; the colors are sharper. But consumers watch HDTV the exact same way they watched old-fashioned analog TV. They choose a channel, and sit back and watch. YouTube, on the other hand, radically altered the basic rules of the medium. For starters, it made watching video on the Web a mass phenomenon. But with YouTube you weren’t limited to sitting and watching a show, television-style; you could also upload your own clips, recommend or rate other clips, get into a conversation about them.
Steven Johnson (Where Good Ideas Come From)