Overcome the five major problems of artificial intelligence to advance the pace of intelligence

Today's artificial intelligence has become the basis for the development of intelligentized theories, methods, and technologies such as research, development, extension, and expansion. But to make machines as intelligent as humans, artificial intelligence must also overcome five milestone problems: universality, transfer learning, autonomous learning, common sense, and self-awareness.

With the continuous development of modern technology, people really enjoy various conveniences in terms of clothing, food, housing, etc. Artificial intelligence is bound to become the future development direction of the world.

Today, the premise of large-scale application of artificial intelligence has matured. In 2016, Microsoft, Google, Facebook, and others have all started to open up their own artificial intelligence algorithms. IBM, Amazon, BAT, and others have also embedded artificial intelligence in public cloud services. Springing smart speakers have made artificial intelligence more accessible to millions of people. Households. When AlphaGoZero defeated the AlphaGo version that defeated Li Shishi last year within three days after its launch in October 2017, the turning point in the industrialization of artificial intelligence has arrived.

Today's artificial intelligence has become the basis for the development of intelligentized theories, methods, and technologies such as research, development, extension, and expansion. Artificial intelligence is actually part of computer science when it comes to research from a discipline. Since the emergence of artificial intelligence, people have continued to study it in various fields. Of course, some people have expressed that artificial intelligence is not only capable of simulating the information process of human consciousness and thinking, but it may even surpass human intelligence.

To say that more than human intelligence is not new, after all, since the emergence of artificial intelligence, the emergence of a series of panic attacks, first noticed the people of these theories and presented them to the public, in fact, some film creators. . But are these hypotheses truly groundless? In fact, it is not always the case. Since it can be repeatedly mentioned and supported by many people, it also shows that artificial intelligence is actually a potential threat to human beings.

Why do you say that? First of all, artificial intelligence is a tool for human beings, and this tool will eventually grow to the extent that you can't give it up. It can help you in every aspect of life, astronomy, climate, medicine, and make life better. It can bring To great economic value. Even your map navigation is now a machine learning program is helping. So AI will exist and develop.

When the AI ​​technology matures and the reinforcement learning after deep learning is combined, its data learning ability will exceed 10 million and 100 million. At this time, it will not go wrong, and a system that is never wrong and highly dependent Will you close it? Unconsciously, the basic level of society, people's clothing, food and shelter are naturally taken over.

However, we are still far away from creating "human-like" artificial intelligence. To make machines as smart as humans, artificial intelligence must also overcome five milestone problems: universality, transfer learning, autonomous learning, common sense, and self-awareness.

For example, meta-learning means that a system can use or abstractly use the knowledge it has accumulated by solving specific problems, and apply this knowledge to solve different problems. This is the nature of human beings. We will "see the fixed pattern" and "the similarity between the problems" in the questions. We use accumulated "experiences" to solve them. However, in the field of artificial intelligence, we have not yet achieved this goal.

In terms of self-consciousness, even for humans themselves, self-consciousness is still mysterious. For many people, high-level awareness may be the “last bastion” for mankind to maintain some advantage in the face of future intelligent machines. It is not impossible to create machines that imitate self-awareness, but we still have no way of knowing whether artificial intelligence will truly have self-consciousness. But what is certain is that if there is a breakthrough in these areas, artificial intelligence will buy a new level and bring a whole new era.

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