yego.me
💡 Stop wasting time. Read Youtube instead of watch. Download Chrome Extension

Big Data - Tim Smith


4m read
·Nov 9, 2024

Translator: Andrea McDonough
Reviewer: Jessica Ruby

Big data is an elusive concept. It represents an amount of digital information which is uncomfortable to store, transport, or analyze. Big data is so voluminous that it overwhelms the technologies of the day and challenges us to create the next generation of data storage tools and techniques. So, big data isn't new. In fact, physicists at CERN have been grappling with the challenge of their ever-expanding big data for decades.

Fifty years ago, CERN's data could be stored in a single computer. OK, so it wasn't your usual computer; this was a mainframe computer that filled an entire building. To analyze the data, physicists from around the world traveled to CERN to connect to the enormous machine. In the 1970s, our ever-growing big data was distributed across different sets of computers, which mushroomed at CERN. Each set was joined together in dedicated, homegrown networks. But physicists collaborated without regard for the boundaries between sets; hence needed to access data on all of these. So, we bridged the independent networks together in our own CERNET.

In the 1980s, islands of similar networks speaking different dialects sprung up all over Europe and the States, making remote access possible but torturous. To make it easy for our physicists across the world to access the ever-expanding big data stored at CERN without traveling, the networks needed to be talking with the same language. We adopted the fledgling internet working standard from the States, followed by the rest of Europe, and we established the principal link at CERN between Europe and the States in 1989, and the truly global internet took off!

Physicists could easily then access the terabytes of big data remotely from around the world, generate results, and write papers in their home institutes. Then, they wanted to share their findings with all their colleagues. To make this information sharing easy, we created the web in the early 1990s. Physicists no longer needed to know where the information was stored in order to find it and access it on the web, an idea which caught on across the world and has transformed the way we communicate in our daily lives.

During the early 2000s, the continued growth of our big data outstripped our capability to analyze it at CERN, despite having buildings full of computers. We had to start distributing the petabytes of data to our collaborating partners in order to employ local computing and storage at hundreds of different institutes. In order to orchestrate these interconnected resources with their diverse technologies, we developed a computing grid, enabling the seamless sharing of computing resources around the globe. This relies on trust relationships and mutual exchange.

But this grid model could not be transferred out of our community so easily, where not everyone has resources to share nor could companies be expected to have the same level of trust. Instead, an alternative, more business-like approach for accessing on-demand resources has been flourishing recently, called cloud computing, which other communities are now exploiting to analyze their big data.

It might seem paradoxical for a place like CERN, a lab focused on the study of the unimaginably small building blocks of matter, to be the source of something as big as big data. But the way we study the fundamental particles, as well as the forces by which they interact, involves creating them fleetingly, colliding protons in our accelerators, and capturing a trace of them as they zoom off near light speed. To see those traces, our detector, with 150 million sensors, acts like a really massive 3-D camera, taking a picture of each collision event - that's up to 14 million times per second. That makes a lot of data.

But if big data has been around for so long, why do we suddenly keep hearing about it now? Well, as the old metaphor explains, the whole is greater than the sum of its parts, and this is no longer just science that is exploiting this. The fact that we can derive more knowledge by joining related information together and spotting correlations can inform and enrich numerous aspects of everyday life, either in real-time, such as traffic or financial conditions, in short-term evolutions, such as medical or meteorological, or in predictive situations, such as business, crime, or disease trends.

Virtually every field is turning to gathering big data, with mobile sensor networks spanning the globe, cameras on the ground and in the air, archives storing information published on the web, and loggers capturing the activities of Internet citizens the world over. The challenge is on to invent new tools and techniques to mine these vast stores, to inform decision-making, to improve medical diagnosis, and otherwise to answer needs and desires of tomorrow's society in ways that are unimagined today.

More Articles

View All
Inverse matrices and matrix equations | Matrices | Precalculus | Khan Academy
In a previous video, we talked about how you can represent a system of equations as essentially a matrix equation. So, for example, here I have two equations with two unknowns, x and y. Well, let’s just assume that we know what a, b, p, c, d, and q, r are…
What's Changed In The American Economy? | Montana On The Rise
[Applause] [Music] Thank you very much, I appreciate it. Um, I would like to talk a little bit about the changes in America that have occurred over the last two and a half years. Obviously, everybody’s gone through this pandemic, but it’s what it’s done t…
Juvenoia
Hey, Vsauce. Michael here. Skeletons are scary and spooky, but you know what else is? Teenagers. Their attitude, the way they dress, and the music they listen to. Can you even call it music? Pff, kids these days. But what are kids these days? What’s with …
Creativity break: What do you do to get into your creative zone? | Algebra 1 | Khan Academy
Whenever I want to have a salute, come up with a solution to a problem and I don’t have it, my immediate like reaction is to go outside and go on a walk. I love walking in all kinds of weather. It’s kind of, um, it’s just I feel like with the peace and ca…
The Trouble with Transporters
In Star Trek, the transporter moves you from one spot to another, saving on shuttle fuel (and special effects budgets). In-universe, it’s ‘the safest way to travel’. Yes, sometimes, two guys die horrible, mutilated deaths under rare circumstances… but tri…
Going Bankrupt | The Car Market Bubble Just Collapsed
What’s up, guys? It’s Graham here. So we have to talk about the car market bubble because even though you probably thought that 2022 couldn’t possibly get any worse, it was found that car repos are exploding. That’s a bad omen. See, for the last few years…