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Define artificial intelligence and machine learning, provide examples.

a) AI - the simulation of human intelligence, ML - algorithms learning from data
b) AI - advanced computer programming, ML - manual data analysis
c) AI - natural language processing, ML - internet browsing
d) AI - robotics, ML - virtual reality

1 Answer

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Final answer:

Artificial intelligence is the simulation of human intelligence by machines, with applications like self-driving cars, whereas machine learning is an AI subset where algorithms learn from data, exemplified by Netflix's recommendation system. The field raises ethical concerns and requires regulation to ensure responsible development.

Step-by-step explanation:

Artificial Intelligence and Machine Learning Explained

Artificial intelligence (AI) can be effectively defined as "the simulation of human intelligence by machines programmed to mimic human thought and actions." It involves creating algorithms that enable machines to perform tasks that typically require human intelligence. Examples of AI include self-driving cars and virtual butlers. There are four main types of AI that range from reactive machines, which do not have any past memory to influence their decisions, to self-aware systems, which understand their own existence.

Machine learning (ML) is a subset within artificial intelligence, focusing on the development of algorithms that can learn from and make predictions on data. This learning process is automated and improves from experience without being explicitly programmed for each task. An example of machine learning could be a recommendation system on a streaming service, such as Netflix, which suggests movies based on the user's past viewing patterns.

Artificial intelligence is finding applications across various industries, not just limited to tasks that can be classified as strong or weak AI as debated by philosophers of mind. The field has also raised important concerns regarding ethics and governance, including the potential for cybercrime, privacy infringement, and job displacement. Computer engineers and scientists, working for companies like Microsoft and Apple, are continually seeking ways to expand AI's utility while addressing these ethical issues.

The unpredictable nature of artificial intelligence and its potential biases are of great concern, making it crucial to increase transparency and control within the field. As we enter the era of AI, there is potential for great economic benefits, but also significant disruption to the labor market. It is hoped that intelligent regulation will facilitate the responsible development of AI technologies.

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