The spectrum talks about imitating and reproducing human tasks to the best of the learning. The mention of Turing test AI, according to Turing intelligent behavior is an ability to perform human lead performance in all cognitive tasks and sufficient to fully integrated when two persons and a machine be evaluated participate in the test. one human being acts as a tester. Each of them has to sit in different rooms. However, the tester does not know that who is machine and who is the human. So the tester asked the questions by typing and sending them to both intelligences to which he receives type responses.

If the test fails to determine machines response from the human response than the machine is said to be an intelligent format And that's what you're being tested in 1950s, which gave birth to a better learning of artificial intelligence and its implementation. knowledge representation activates the recognition of a spectrum. AI. Makes it a study of understanding, designing and implementing the weights associated with knowledge representation to computers. talks about an intelligent system which represents knowledge, and is supposed to me an important technique. to encode the knowledge the main objective of AI system is to design the program that provides information to computer which can be helpful to interact with humans and solve problems in various fields require human intelligence and the purpose To activate the best of the human intelligence, the types of knowledge in AI depending on the type of functionality the knowledge in AI is categorized as declarative knowledge, procedural knowledge puristic knowledge, meta knowledge and structural knowledge.

Now to explain it in declarative knowledge is based on concepts facts and objects and is termed as declarative knowledge as we know, the other format is the procedural knowledge to derive the information or pieces, rules, strategy, regions, agents, agendas, and the procedure describes how a problem can be solved. procedural knowledge directs the steps on how to perform something well about the magnification of the task. Then of course, we have heuristic knowledge, which is based on a thumb rule provides the information based on a thumb rule which is useful in guiding the reasoning process. In this, the knowledge representation is based on the strategies to solve the problems to the experience of past problems compiled by an expert. And it's also known as shallow knowledge fix, for both the framework does better. In addition, the meta knowledge gives an idea about the other types of knowledge that are suitable for solving problems.

It is helpful in enhancing the efficiency of problem solving through proper reasoning processes. In addition, it is associated with the information based on rules sets, concepts and relationships. It provides the information necessary for developing Knowledge structures and overall mental model of the problem is also harnessed. The NLP neuro or the natural language processing is the branch of artificial intelligence and computational linguistics and in interaction between the computer and natural languages. The common NLP tasks may include in the software and sentence segmentation part of speech tagging and passing is the best format to replicate learning as a priority. Of course, the steps involved in NLP which is the ability the capacity of the computer software to understand human language as it is spoken.

It is one of the components of Ti n includes morphological analysis, the syntax analysis also known as parsing, semantic analysis, and pragmatic and semantic and what the difference has been coordinated well to the analysis of morphological steps required. Syntax analysis basically involves the stages of lexical analysis and grammar, the linear sequence of words are transformed into structures and further specified through words relating to each other and semantic analysis signed to the structures which are initially created in spring and the pragmatic analysis involves really interpretation of language verification that generates a final output results to the best