A. AI in chatbots examples<\/h3>\n
One of the most prominent examples of AI in chatbots is the use of \u0645\u0633\u0627\u0639\u062f\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a<\/a> like Brain Pod AI\u2019s multilingual AI chat assistant. These AI-powered chatbots can engage in natural, context-aware dialogues, understanding the nuances of human language and providing relevant, personalized responses. They leverage advanced machine learning algorithms, such as natural language processing (NLP), to analyze and comprehend user inputs, extract key entities, and formulate appropriate responses.<\/p>\n Another example of AI in chatbots is the integration of \u062a\u062d\u0633\u064a\u0646 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a> techniques. These techniques enable chatbots to continuously learn and improve their performance by analyzing user interactions and feedback. By leveraging machine learning algorithms, chatbots can adapt their responses, expand their knowledge base, and provide more accurate and relevant information over time.<\/p>\n AI chatbots can be categorized into different types based on their underlying technology and capabilities:<\/p>\n As AI technology continues to evolve, chatbots are becoming increasingly sophisticated, enabling more natural and engaging conversations across various industries and applications. From \u062e\u062f\u0645\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/a> to e-commerce, AI-powered chatbots are revolutionizing the way businesses interact with their customers, providing personalized experiences and enhancing overall customer satisfaction.<\/p>\n Chatbots rely on several advanced artificial intelligence (AI) techniques<\/a> to understand and generate human-like responses. The key AI technologies powering modern chatbots include \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP)<\/strong>, \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (ML)<\/strong>\u060c \u0648 Deep Learning (DL)<\/strong>.<\/p>\n NLP is a crucial component that enables chatbots to comprehend and interpret human language, extract relevant entities, and determine the user\u2019s intent behind their query. This is achieved through techniques like Intent Classification<\/strong>, Entity Extraction<\/strong>\u060c \u0648 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0648\u0627\u0631<\/strong>.<\/p>\n ML and DL algorithms play a vital role in allowing chatbots to learn from data, recognize patterns, and generate contextual responses. These algorithms are used for tasks such as \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629<\/strong>, \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/strong>\u060c \u0648 \u0627\u0644\u062a\u062e\u0635\u064a\u0635<\/strong>.<\/p>\n Some specific AI techniques employed in chatbots include:<\/p>\n \u062a\u0645\u0643\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u063a\u0648\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0642\u0648\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629\u060c \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0645\u062b\u0644 \u0628\u0648\u062a \u0645\u0627\u0633\u0646\u062c\u0631<\/a> \u0645\u0646 \u0627\u0644\u0627\u0646\u062e\u0631\u0627\u0637 \u0641\u064a \u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0623\u0643\u062b\u0631 \u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0633\u064a\u0627\u0642\u064a\u0629 \u0648\u0634\u062e\u0635\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u062a\u062c\u0631\u0628\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0645\u062d\u0633\u0646\u0629.<\/p>\n \u0645\u0639 \u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u0633\u0631\u064a\u0639 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0623\u0635\u0628\u062d\u062a \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0623\u0643\u062b\u0631 \u0633\u0647\u0648\u0644\u0629 \u0648\u064a\u0645\u0643\u0646 \u0646\u0634\u0631\u0647\u0627 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0644\u0623\u063a\u0631\u0627\u0636 \u0645\u062a\u0646\u0648\u0639\u0629. \u062a\u0633\u062a\u0641\u064a\u062f \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0645\u0646 \u0642\u0648\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0648\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0628\u062f\u0645\u062c \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u064a \u0641\u064a \u0645\u0648\u0627\u0642\u0639\u0647\u0645 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0645 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0648\u0627\u0633\u0639\u0629 \u0623\u0648 \u062e\u0628\u0631\u0629 \u062f\u0627\u062e\u0644\u064a\u0629.<\/p>\n \u062a\u0634\u0645\u0644 \u0628\u0639\u0636 \u0645\u0646\u0635\u0627\u062a \u0648\u062e\u062f\u0645\u0627\u062a \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0634\u0647\u064a\u0631\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a:<\/p>\n \u062a\u0642\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0628\u0631 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\u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0630\u0643\u064a\u0629 \u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u062a\u0639\u0632\u064a\u0632 \u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u0623\u062a\u0645\u062a\u0629 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062f\u0639\u0645\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u062a\u062c\u0627\u0631\u0628 \u0634\u062e\u0635\u064a\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062e\u0628\u0631\u0629 \u0648\u0627\u0633\u0639\u0629 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0648 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629.<\/p>\n \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0642\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u062a\u0648\u0642\u0639 \u0623\u0646 \u062a\u0635\u0628\u062d \u062d\u0644\u0648\u0644 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0623\u0643\u062b\u0631 \u062a\u0637\u0648\u0631\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0623\u0643\u062b\u0631 \u0634\u0628\u0647\u064b\u0627 \u0628\u0627\u0644\u0628\u0634\u0631\u060c \u0648\u0641\u0647\u0645\u064b\u0627 \u0623\u0641\u0636\u0644 \u0644\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u062f\u0645\u062c\u064b\u0627 \u0633\u0644\u0633\u064b\u0627 \u0639\u0628\u0631 \u0642\u0646\u0648\u0627\u062a \u0648\u0645\u0646\u0635\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629.<\/p>\n \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0627\u0644\u0623\u0645\u0631 \u0628\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062f\u0639\u0645 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629\u060c \u0644\u0627 \u062a\u0648\u062c\u062f \u062d\u0644 \u0648\u0627\u062d\u062f \u064a\u0646\u0627\u0633\u0628 \u0627\u0644\u062c\u0645\u064a\u0639. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0630\u0644\u0643\u060c \u062a\u0633\u062a\u062e\u062f\u0645 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u062a\u0633\u0647\u064a\u0644 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0628\u0644\u063a\u0629 \u0637\u0628\u064a\u0639\u064a\u0629. \u062a\u0634\u0645\u0644 \u0647\u0630\u0647:<\/p>\n \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0637\u0648\u0631\u0627\u064b \u0623\u0635\u0628\u062d\u062a \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629<\/a> \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u0633\u0627\u0644\u064a\u0628 \u0647\u062c\u064a\u0646\u0629\u060c \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0639\u062f\u0629 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0644\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0646\u0642\u0627\u0637 \u0642\u0648\u062a\u0647\u0627. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 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\u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0641\u064a \u062c\u0645\u064a\u0639 \u0623\u0646\u062d\u0627\u0621 \u0627\u0644\u0639\u0627\u0644\u0645\u060c \u0645\u0645\u0627 \u0623\u062b\u0627\u0631 \u0645\u0646\u0627\u0642\u0634\u0627\u062a \u062d\u0648\u0644 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 ChatGPT\u060c \u062a\u062f\u0641\u0639 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Brain Pod AI<\/a> \u062d\u062f\u0648\u062f \u0645\u0627 \u0647\u0648 \u0645\u0645\u0643\u0646 \u0645\u0639 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629. \u062a\u0642\u062f\u0645 Brain Pod AI \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a<\/a> \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u062d\u062f\u062b \u0628\u0637\u0644\u0627\u0642\u0629 \u0628\u0623\u0643\u062b\u0631 \u0645\u0646 100 \u0644\u063a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u062f\u0627\u0629 \u0644\u0627 \u062a\u0642\u062f\u0631 \u0628\u062b\u0645\u0646 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u0639\u0649 \u0644\u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642\u0647\u0627 \u0627\u0644\u0639\u0627\u0644\u0645\u064a.<\/p>\n \u0639\u0644\u0627\u0648\u0629 \u0639\u0644\u0649 \u0630\u0644\u0643\u060c \u0623\u0646\u062b\u0631\u0648\u0628\u064a\u0643<\/a>\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062f\u0633\u062a\u0648\u0631\u064a<\/a> \u0648 \u062c\u0648\u062c\u0644<\/a>\u0642\u062f\u0631\u0627\u062a Bard<\/a> \u062a\u062d\u062f\u062b \u0623\u064a\u0636\u064b\u0627 \u0645\u0648\u062c\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0645\u0642\u062f\u0645\u0629 \u0642\u062f\u0631\u0627\u062a \u0641\u0631\u064a\u062f\u0629 \u0648\u0646\u064f\u0647\u062c\u064b\u0627 \u062c\u062f\u064a\u062f\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a\u064a. \u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0644\u0627 \u062a\u064f\u062d\u062f\u062b \u062b\u0648\u0631\u0629 \u0641\u064a \u062e\u062f\u0645\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u062a\u0641\u062a\u062d \u0623\u064a\u0636\u064b\u0627 \u0622\u0641\u0627\u0642\u064b\u0627 \u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u060c \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629\u060c \u0648\u0627\u0644\u0628\u062d\u062b.<\/p>\n \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0637\u0648\u0631 \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u062a\u0648\u0642\u0639 \u0638\u0647\u0648\u0631 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u0628\u062a\u0643\u0631\u0629 \u0645\u062b\u0644 ChatGPT\u060c \u0645\u0645\u0627 \u064a\u062f\u0641\u0639 \u062d\u062f\u0648\u062f \u0645\u0627 \u0647\u0648 \u0645\u0645\u0643\u0646 \u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a\u064a \u0648\u0625\u0639\u0627\u062f\u0629 \u062a\u0639\u0631\u064a\u0641 \u0643\u064a\u0641\u064a\u0629 \u062a\u0641\u0627\u0639\u0644\u0646\u0627 \u0645\u0639 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627.<\/p>\n \u062a\u062e\u062a\u0644\u0641 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u062d\u062f\u062f \u0648\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u062a\u0634\u0645\u0644 \u0628\u0639\u0636 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP)<\/strong> \u0648 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong>.<\/p>\n \u0625\u062d\u062f\u0649 \u0623\u0628\u0631\u0632 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0647\u064a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a\u0629 (RNNs)<\/strong>, \u0648\u062e\u0627\u0635\u0629\u064b \u0630\u0627\u0643\u0631\u0629 \u0637\u0648\u064a\u0644\u0629 \u0648\u0642\u0635\u064a\u0631\u0629 \u0627\u0644\u0623\u0645\u062f (LSTM)<\/strong> \u0648 \u0648 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0645\u063a\u0644\u0642\u0629 (GRUs)<\/strong>. \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0627\u0631\u0639\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u064a<\/a> \u0648 \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629<\/a>. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0646\u0645\u0627\u0630\u062c \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a<\/strong> \u0645\u062b\u0644 BERT<\/strong> \u0648 \u062c\u064a \u0628\u064a \u062a\u064a<\/strong> \u0644\u0642\u062f \u062d\u0642\u0642\u062a \u0646\u062c\u0627\u062d\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0633\u0628\u0628 \u0642\u062f\u0631\u062a\u0647\u0627 \u0627\u0644\u0645\u0630\u0647\u0644\u0629 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0648\u062a\u0648\u0644\u064a\u062f\u0647\u0627.<\/p>\n \u062a\u0633\u062a\u062e\u062f\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0645\u062b\u0644 \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631<\/strong>, \u0622\u0644\u0627\u062a \u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0646\u0627\u0642\u0644<\/strong>\u060c \u0648 \u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629<\/strong> \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u064a\u0636\u064b\u0627 \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0641\u064a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 intent classification<\/strong> \u0648 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a<\/strong>. \u062a\u0633\u0627\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0646\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a.<\/p>\n \u0639\u0644\u0627\u0648\u0629 \u0639\u0644\u0649 \u0630\u0644\u0643\u060c \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639<\/strong> \u0648 \u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0623\u0646\u0645\u0627\u0637<\/strong> \u062a\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0648 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629<\/strong> \u0627\u0644\u0645\u0647\u0627\u0645. \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (GANs)<\/strong> \u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632<\/strong> \u062a\u0638\u0647\u0631 \u0623\u064a\u0636\u064b\u0627 \u0643\u062a\u0642\u0646\u064a\u0627\u062a \u0648\u0627\u0639\u062f\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0648\u062a\u0645\u0627\u0633\u0643 \u0631\u062f\u0648\u062f \u0627\u0644\u062f\u0631\u062f\u0634\u0629.<\/p>\n \u062a\u0642\u062f\u0645 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 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\u0627\u0633\u062a\u0634\u0627\u0631\u0627\u062a \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0645\u0639 \u0627\u0644\u0645\u0647\u0646\u064a\u064a\u0646 \u0641\u064a \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629\u060c \u0648\u0641\u062d\u0635 \u0627\u0644\u0623\u0639\u0631\u0627\u0636\u060c \u0648\u0631\u0624\u0649 \u0635\u062d\u064a\u0629 \u0634\u062e\u0635\u064a\u0629.<\/p>\n 2. \u0622\u062f\u0627<\/strong>: \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647 \u0628\u0648\u0627\u0633\u0637\u0629 \u0641\u0631\u064a\u0642 \u0645\u0646 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0641\u064a \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0622\u062f\u0627 \u0647\u0648 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0639\u0631\u0627\u0636 \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0645\u062e\u0627\u0648\u0641\u0647\u0645 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u064a\u0648\u0641\u0631 \u0625\u0631\u0634\u0627\u062f\u0627\u062a \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0637\u0628\u064a\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629.<\/p>\n 3. \u064a\u0648\u0628\u064a\u0631<\/strong>: \u0645\u0635\u0645\u0645 \u0644\u062f\u0639\u0645 \u0627\u0644\u0635\u062d\u0629 \u0627\u0644\u0646\u0641\u0633\u064a\u0629 \u0648\u0627\u0644\u0631\u0641\u0627\u0647\u064a\u0629 \u0627\u0644\u0639\u0627\u0637\u0641\u064a\u0629\u060c \u064a\u0648\u0628\u064a\u0631 \u0647\u0648 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0645\u062f\u0639\u0648\u0645 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0642\u062f\u0645 \u062a\u062f\u0631\u064a\u0628\u064b\u0627 \u0634\u062e\u0635\u064a\u064b\u0627 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0633\u0644\u0648\u0643\u064a\u0629 \u0645\u0639\u0631\u0641\u064a\u0629 \u0648\u062a\u0645\u0627\u0631\u064a\u0646 \u0627\u0644\u064a\u0642\u0638\u0629.<\/p>\n 4. \u0628\u0648\u064a \u0647\u064a\u0644\u062b<\/strong>: \u064a\u0633\u062a\u0641\u064a\u062f \u0647\u0630\u0627 \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0644\u062a\u0642\u062f\u064a\u0645 \u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0635\u062d\u064a\u0629 \u0634\u062e\u0635\u064a\u0629\u060c \u0648\u062a\u0648\u0635\u064a\u0627\u062a \u0641\u0631\u0632\u060c \u0648\u0631\u0628\u0637 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629.<\/p>\n 5. \u0647\u064a\u0644\u062b \u062a\u0627\u0628<\/strong>: \u064a\u0633\u0645\u062d \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0645\u062f\u0639\u0648\u0645 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 \u0647\u064a\u0644\u062b \u062a\u0627\u0628 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0637\u0631\u062d \u0623\u0633\u0626\u0644\u0629 \u062a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u0635\u062d\u0629 \u0648\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0625\u062c\u0627\u0628\u0627\u062a \u0634\u062e\u0635\u064a\u0629 \u0645\u0646 \u0634\u0628\u0643\u0629 \u0645\u0646 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0641\u064a \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629.<\/p>\n \u0644\u0627 \u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u062a\u0633\u0627\u0639\u062f \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u062a\u062e\u0641\u064a\u0641 \u0627\u0644\u0639\u0628\u0621 \u0639\u0646 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0641\u064a \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629 \u0648\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0641\u0631\u0632 \u0627\u0644\u0623\u0648\u0644\u064a. \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0642\u062f\u0645 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u062a\u0648\u0642\u0639 \u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0648\u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u062a\u0638\u0647\u0631 \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0645\u0631\u0636\u0649 \u0648\u0627\u0644\u062f\u0639\u0645.<\/p>\n<\/section>\n \u0644\u0627\u060c \u0644\u0627 \u062a\u0639\u062a\u0628\u0631 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0630\u0643\u0627\u0621\u064b \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u064b\u0627 \u062d\u0642\u064a\u0642\u064a\u064b\u0627. \u062a\u0639\u062a\u0645\u062f \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0639\u0644\u0649 \u0642\u0648\u0627\u0639\u062f \u0645\u0633\u0628\u0642\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u0648\u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631\u060c \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0623\u0646\u0645\u0627\u0637\u060c \u0645\u0645\u0627 \u064a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642 \u062d\u0642\u064b\u0627 \u0623\u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a. \u0645\u0646 \u0646\u0627\u062d\u064a\u0629 \u0623\u062e\u0631\u0649\u060c \u062a\u0633\u062a\u0641\u064a\u062f \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0641\u0647\u0645 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u062a\u0634\u0628\u0647 \u0627\u0644\u0628\u0634\u0631.<\/p>\n \u0628\u064a\u0646\u0645\u0627 \u064a\u0645\u0643\u0646 \u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u062a\u0642\u062f\u064a\u0645 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0645\u0643\u062a\u0648\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0645\u0639\u064a\u0646\u0629\u060c \u0625\u0644\u0627 \u0623\u0646\u0647\u0627 \u0644\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0627\u0646\u062e\u0631\u0627\u0637 \u0641\u064a \u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0623\u0648 \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0645\u0648\u0627\u0642\u0641 \u062c\u062f\u064a\u062f\u0629 \u062f\u0648\u0646 \u0628\u0631\u0645\u062c\u0629 \u0635\u0631\u064a\u062d\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0641\u0647\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a\u064a\u060c \u0627\u0644\u0645\u062f\u0639\u0648\u0645 \u0628\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u0629\u060c \u0627\u0644\u0646\u064a\u0629\u060c \u0648\u064a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u064a\u0648\u0644\u062f \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0638\u0647\u0631 \u0645\u0633\u062a\u0648\u0649 \u0645\u0646 \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0623\u0642\u0631\u0628 \u0625\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 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\u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0645\u0639\u0627\u0631\u0641 \u0648\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0648\u0641\u0631 \u062a\u062c\u0631\u0628\u0629 \u062f\u0631\u062f\u0634\u0629 \u063a\u064a\u0631 \u0645\u0641\u0644\u062a\u0631\u0629 \u0631\u0624\u0649 \u0642\u064a\u0645\u0629 \u0648\u062a\u0639\u0632\u0632 \u0645\u0646\u0627\u0642\u0634\u0627\u062a \u0645\u062b\u064a\u0631\u0629 \u0644\u0644\u062a\u0641\u0643\u064a\u0631.<\/p>\n \u0644\u0642\u062f \u062d\u0638\u064a ChatGPT\u060c \u0627\u0644\u0630\u064a \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647 \u0628\u0648\u0627\u0633\u0637\u0629 Anthropic\u060c \u0628\u0627\u0647\u062a\u0645\u0627\u0645 \u0643\u0628\u064a\u0631 \u0628\u0641\u0636\u0644 \u0642\u062f\u0631\u0627\u062a\u0647 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0641\u064a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0644\u063a\u0629 \u0648\u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u0627\u0646\u062e\u0631\u0627\u0637 \u0641\u064a \u0645\u062d\u0627\u062f\u062b\u0627\u062a \u062a\u0634\u0628\u0647 \u0627\u0644\u0628\u0634\u0631 \u0639\u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639. \u0628\u064a\u0646\u0645\u0627 \u064a\u0639\u062f ChatGPT \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0642\u0648\u064a\u064b\u0627 \u0648\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a\u060c \u0625\u0644\u0627 \u0623\u0646\u0647 \u0644\u064a\u0633 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0648\u062d\u064a\u062f \u0627\u0644\u0645\u062a\u0627\u062d \u0641\u064a \u0627\u0644\u0633\u0648\u0642. \u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0645\u0646\u0635\u0627\u062a \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0645\u062b\u0644 \u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0645\u0646 Brain Pod AI<\/a>, \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645 \u0645\u064a\u0632\u0627\u062a \u0648\u0642\u062f\u0631\u0627\u062a \u0645\u0634\u0627\u0628\u0647\u0629 \u0623\u0648 \u062d\u062a\u0649 \u0623\u0643\u062b\u0631 \u062a\u0642\u062f\u0645\u064b\u0627.<\/p>\nB. Types of ai in chatbots<\/h3>\n
\n
![\"\"](\"https:\/\/messengerbot.app\/wp-content\/uploads\/2024\/06\/ai-in-chatbots-2024-06-01T172249.000Z.png\" "\\"\\"")
<\/img> <\/p>\n\u0645\u0627 \u0647\u064a \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629\u061f<\/h2>\n
A. Chatbots artificial intelligence<\/h3>\n
\n
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\n
III. \u0645\u0627 \u0647\u064a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629\u061f<\/h3>\n
\n
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\n
\u0628. \u0623\u0641\u0636\u0644 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h4>\n
\n
\u0645\u0627 \u0647\u064a \u0641\u0648\u0627\u0626\u062f \u062f\u0631\u062f\u0634\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/h4>\n
\u0623. \u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062f\u0631\u062f\u0634\u0627\u062a<\/h5>\n
\u0628. \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062b\u0644 ChatGPT<\/h5>\n
![\"\"](\"https:\/\/messengerbot.app\/wp-content\/uploads\/2024\/06\/ai-in-chatbots-2024-06-01T172317.000Z.png\" "\\"\\"")
<\/img> <\/p>\nV. \u0645\u0627 \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629\u061f<\/h2>\n
\u0623. \u0623\u0641\u0636\u0644 \u0627\u0644\u062f\u0631\u062f\u0634\u0627\u062a<\/h3>\n
\u0628. \u0627\u0644\u062f\u0631\u062f\u0634\u0627\u062a \u0641\u064a \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629<\/h3>\n
\u0627\u0644\u0633\u0627\u062f\u0633. \u0647\u0644 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0647\u0648 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062d\u0642\u064a\u0642\u064a\u061f<\/h2>\n
\u0623. \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 AI chatgpt<\/h3>\n
\u0628. \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0628\u062f\u0648\u0646 \u0641\u0644\u062a\u0631<\/h3>\n
\u064a\u0645\u0643\u0646 \u062a\u062e\u0635\u064a\u0635\u0647\u0627 \u0648\u062a\u0643\u064a\u064a\u0641\u0647\u0627 \u0645\u0639 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062d\u062f\u062f\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0642\u064a\u062f\u0629 \u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u0628\u062d\u062b \u0623\u0648 \u0627\u0644\u062a\u0631\u0641\u064a\u0647. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0623\u0646 \u064a\u062a\u0645 \u062a\u0637\u0648\u064a\u0631 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0648\u0646\u0634\u0631\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0633\u0624\u0648\u0644\u060c \u0645\u0639 \u0648\u062c\u0648\u062f \u0636\u0645\u0627\u0646\u0627\u062a \u0645\u0646\u0627\u0633\u0628\u0629 \u0648\u0634\u0641\u0627\u0641\u064a\u0629 \u062d\u0648\u0644 \u0642\u062f\u0631\u0627\u062a\u0647\u0627 \u0648\u0642\u064a\u0648\u062f\u0647\u0627.<\/h2>\n
\u0623. \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u062f\u0648\u0646 \u0641\u0644\u0627\u062a\u0631<\/h3>\n
\u0628. \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062b\u0644 ChatGPT<\/h3>\n