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How Big Data Is Empowering AI and Machine Learning at Scale

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Many people have heard a lot about how fast big data and the artificial intelligence industry are growing. However, the artificial intelligence market growth rate is so staggering that the industry may become one of the largest on the planet. Although the market was worth $328 billion around the world in 2021, it is expected to nearly quadruple in value by 2029!

But what is responsible for this incredible explosion of demand for artificial intelligence? Artificial intelligence tools have been making astounding breakthroughs in recent years. But after struggling to make workable artificial intelligence for so long, what has led to these breakthroughs?

Although not everyone appreciates it, big data plays a big role in how much artificial intelligence is capable of helping people in a huge variety of industries. So how does big data empower artificial intelligence, and what does it empower artificial intelligence to do?

Read on to learn all about the most important things to understand about how big data is allowing artificial intelligence to assist in a huge variety of tasks!

Artificial Intelligence Is Becoming More Conversational

In recent years, artificial intelligence has become capable of carrying on simple conversations. Most people will not have any mind-blowing insights from talking to an artificial intelligence. However, they might learn helpful information about products or services they are interested in.

In other cases, people are training artificial intelligence systems to talk with people about new illnesses they develop and understand how to manage them. But what do we mean that we are training artificial intelligence systems to do this? This has a lot to do with how big data is responsible for improvements in artificial intelligence.

In the past, people tried to make effective artificial intelligence systems by giving them a long set of rules to follow. They thought that if they could give them the right list of rules, the AI would become capable of performing many tasks that people perform.

As it turned out, this strategy does not work. Instead, recent breakthroughs in AI are the result of feeding artificial intelligence systems huge amounts of data.

Most advanced artificial intelligence designs in the world are based on neural nets. Neural nets represent a huge number of layers in a system that learn to interact to achieve desired outcomes.

Instead of instructing such systems how to behave, researchers have found great success by feeding them huge amounts of data about the kinds of answers they are interested in.

The strategy might not sound like it would be guaranteed to work, but as it turns out, it does. Big data teaches artificial intelligence systems to do things that other strategies cannot teach them to do.

Big Data Empowers Machine Learning During Research

But how smart can big data make artificial intelligence? There is a lot of debate about the most impressive thing that an artificial intelligence has done to date. However, many people think that the most impressive thing that artificial intelligence has done is perform original research that humans failed at for a long time.

Artificial intelligence systems are mostly incapable of competing with human researchers. They make too many mistakes. They also struggle to understand concepts of excessive abstract complexity.

However, artificial intelligence is also very different from human intelligence. Although it tends to fail at research, it attempts to perform research in unusual ways that humans might never think of. Of course, the vast majority of original research around the world still comes from humans.

However, AI has solved incredible problems in biology and math. For example, neural nets trained on big data solved the famous protein folding problem in the world of biology.

For many years, solving this problem was a little bit like finding the holy grail. So many people had tried. Success seemed impossible.

However, AI systems managed to crack the problem in several ways. Within a few years, we might see amazing advancements in society because of these discoveries.

In the world of math, AI systems have found new algorithms. For example, the fastest algorithm in the world for multiplying certain kinds of data sets was invented by AI.

The previous fastest algorithm was invented by a human many decades ago. No human researcher has been able to do better since.

But AI has improved efficiency for this mathematical task by almost 20%! That may save huge amounts of computation power every day!

Massive Sources of Data Allow Outsourced Management

Social media systems have too many users for companies to inspect each user’s behavior. How do such systems regulate themselves, then? The answer is that they rely on AI tools.

Such tools examine possible violations of acceptable behavior. If the AI tool is successful, it can ban negative behaviors.

Of course, this only works if such AI tools are reliable. In the past, AI tools could not hope to replace human inspectors for such tasks.

Many people still criticize how AI systems regulate social media today.

However, the proof is in the pudding. Such systems are regulated by AI. And such systems continue to grow and gain new users.

Big Data Sets Help AI Help Doctors

Big data can also train AI tools to assist in surgery. Some AI tools can even analyze brain scans or the results of other tests.

In recent years, AI analysis has started to reach the level of human doctor analysis. Within a few years, there is a good chance that AI will be better for analyzing most such test results.

Understand How Big Data Is Empowering Artificial Intelligence

The more that you know about big data, the better you will appreciate how it can empower artificial intelligence. We are already starting to see the fruits of this combination in almost every industry on the planet. As artificial intelligence gets smarter, it will be able to assist with almost any task.

To learn more about how big data and artificial intelligence are transforming the world, check out our other articles here!

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