Could artificial intelligence do more harm than good?

Let’s take a look at the shortcomings of artificial intelligence to understand whether mistakes can lead to chaos or destruction.

There is no doubt that human development and growth rely heavily on artificial intelligence technology. And when it comes to AI terminology, we’ve created a detailed AI glossary of the most commonly used AI terms and explains the basics of AI, as well as the risks and benefits of AI to organizations and others. So now is the time to explore the shortcomings of artificial intelligence. This way you can be prepared when things don't go your way.

Disadvantages of Artificial Intelligence: Detailed Introduction

As artificial intelligence becomes more and more common in daily life, the possible impact of artificial intelligence on society and our daily lives is a topic that everyone must discuss. In addition to the social impact, the use of artificial intelligence technology also has various challenges and disadvantages. If we included all the crazy ideas, the list would look like this:

• job loss
• high cost
• AI bias
• Let people be lazy
• 无情
• Environmental impact
• Regulations
• 安全
• artificial intelligence terrorism
• Massive Data Demand
• Risks of Beyond Humanity
• No Improvement in Experience
• Lack of Creativity
• Disinformation
• The Dominance of Big Tech

Today, we tend to think of technology as a superpower that can solve every problem we face now or in the future. Or, conversely, have some of the worst problems we can imagine.

While such predictions are premature, and computers are still a long way from becoming a major threat to our future happiness, it’s important to note that artificial intelligence is not without its drawbacks.

Is artificial intelligence better than human intelligence? Let's explore it.

Unemployment

In addition to creating job opportunities, artificial intelligence may also lead to the loss of some jobs. Unemployment is one of the biggest disadvantages of artificial intelligence. The theory put forward by experts that computers will eventually surpass humans in many fields is one that stands out.

The fact is, this is already starting to happen. As computers became commonplace in businesses, including financial institutions, retail stores, newspapers, and factories.

While AI currently handles simple daily tasks such as managing assembly lines, sorting and analyzing data, it is expected to soon handle more complex and important procedures such as design.

High Cost

If you are a customer, you rarely need to purchase AI tools. But if you want to use AI in business, the situation is completely different. This is one of the shortcomings of artificial intelligence that severely affects businesses.

There are huge costs involved in setting up AI-based devices, computers, etc. given the engineering complexity of creating the devices. Additionally, the high costs don’t stop there, as repairs and maintenance can cost thousands of dollars.

Do you know how much Apple spent to develop its virtual personal assistant SIRI? The acquisition of the software cost a staggering $200 million.

There is no doubt that every organization can use affordable AI solutions. However, developing or implementing some of the most complex systems or specialized machine learning models can be prohibitively expensive.

AI BIAS

Because humans create AI algorithms, anyone who intentionally or unintentionally inserts bias into the algorithm is likely to do so.

If AI algorithms are biased in their development, or the data used as training sets for the algorithms are biased, they will produce biased results. This reality could have unforeseen consequences, similar to those wrought by discriminatory hiring practices and Microsoft's racist Twitter chatbot. Businesses must properly design and train AI algorithms when they create them.

Making Humans Lazy

Applications of artificial intelligence automate most jobs, causing humans to become lazy. Humans have a tendency to become obsessed with these creations, which can be a problem for future generations. This is one of the shortcomings of artificial intelligence that seriously affects the future.

无情

There is no doubt that machines can perform tasks more efficiently than humans, but they cannot replace the human connections that strengthen a team.

The ability to connect with people is critical to team management and is something that machines cannot replicate.

A machine can only complete the task for which it has been developed or programmed; if asked to do anything else, it will often fail or provide useless results, which can have significant negative consequences. This requires a human touch.

Environmental Impact

Although AI has the potential to benefit the environment, for example, by creating smart grids or smart low-carbon cities that can match energy needs. But one of the disadvantages of artificial intelligence today is that it can seriously harm the environment due to its high energy consumption.

According to one study, training a single AI model would produce 300,000 kilograms of CO2 emissions, the emissions of 125 round-trip flights from New York to Beijing, or five times the lifetime emissions of a typical (U.S.) car. .

Regulations

While technology has made the planet smaller than ever before, it also means that new laws and regulations that govern artificial intelligence technology need to be agreed upon among countries. to allow for safe and productive cross-border interactions.

Since we are no longer in a bubble, one country’s AI policies can easily hurt others.

SECURITY

Artificial intelligence accelerates progress and, in many cases, surpasses human understanding.

Because of the way AI systems see the world, automation makes it harder for humans to detect nefarious behaviors such as phishing, introducing viruses into software, and manipulating AI systems for personal gain.

AI Terrorism

There may be new AI forms of terrorism to contend with, such as the development of autonomous drones and robot swarms, remote attacks, or the spread of disease by nanobots.

Massive Data Requirements

The effectiveness of artificial intelligence depends on the quantity and caliber of its data. Without enough data, the phone's latest AI software will give sub-par results.

The same goes for business. Many businesses require small amounts of data before using any custom AI models or AI tools.

Furthermore, the data must be accurate and pure. It may take significant effort and funding to make internal data ready for AI.

The only exception is AI programs that use external datasets. There are currently many such tools that either use proprietary algorithms to collect data from web sources or use proprietary datasets owned by the vendor.

The critical first step is figuring out what data your AI solution needs. And figuring this out isn't always easy or quick.

Beyond Human Risk

Situations like this have inspired the creation of many Hollywood productions. While it’s too dramatic to think that computers will turn against humans, it makes more sense to worry about situations where humans won’t understand the motivations behind machine decisions.

No improvement with experience

AI cannot learn from experience; if given the same command again, it will complete the same task. Over time, wear and tear may occur. AI stores vast amounts of data but cannot access or utilize it in the same way as human intelligence.

Lack of creativity

Human creativity is incomparable to machines. Artificial intelligence can make it easier to learn from data, but it cannot fully match the intelligence and capabilities of humans. The accuracy of AI-driven machine output will vary depending on the sophistication of the creator's analysis.

The intelligence and creativity of AI-based machines depends on how intelligent and creative humans develop the algorithms, although AI can be used in conjunction with other technologies such as the Internet of Things, big data, improved sensors, etc. to provide Maximum automation. Therefore, AI is constrained by rules and algorithms and cannot exhibit human-level creativity.

Disinformation

Another drawback of artificial intelligence is the proliferation of misinformation.

Future targeted misinformation strategies will increasingly include deepfakes, endangering democratic processes and polarizing society. These misinformation concerns are fueled by online bots that can create false text, such as modifying news stories to push deceptive ideas or tweets.

The Rule of Big Tech

Big tech companies control artificial intelligence. Companies engaged in artificial intelligence business on a global scale are risky because they will greatly affect the development direction of artificial intelligence technology. Due to their dominance in search, social media, online shopping, and app stores, these companies have a near-total monopoly on user data.

They are increasingly becoming major suppliers of artificial intelligence to other markets. This power imbalance puts democratically elected governments at risk of being dominated by powerful tech companies.

Let’s look at some industries and identify the negative impacts of artificial intelligence.

Advantages and Disadvantages of Artificial Intelligence in Healthcare:

Advantages and disadvantages of artificial intelligence in education:

Advantages and disadvantages of artificial intelligence in accounting:

Advantages and disadvantages of artificial intelligence in business:

Advantages and disadvantages of artificial intelligence:

In addition to the above disadvantages, let’s compare the advantages and disadvantages of artificial intelligence:

Summary

Every new discovery or advancement has its pros and cons, but it is our responsibility as humans to steward and use the advantages of inventions to improve the world.

We must remember that digital transformation requires trade-offs, some of which are beneficial and others that can sometimes lead to frustration. The above shortcomings should not prevent us from making the most of artificial intelligence.

The potential of artificial intelligence to make the world a better place is huge. It is critical to ensure that AI is not over-exploited. Artificial intelligence has pros and cons, but it is undeniable that it has a significant impact on the global economy.

Like every other technology, artificial intelligence has its own set of problems. However, there is no need to be too pessimistic to think that all these problems - including unemployment, which may be solved as human skills improve - will be solved over time.

Like data architects, cloud computing, data engineers and machine learning engineers, artificial intelligence careers are also hot and on the rise.

The above is the detailed content of Could artificial intelligence do more harm than good?. For more information, please follow other related articles on the PHP Chinese website!