feat: add vercel/ai package; gigachat api; refactor dictionaries; add units put request #72
@ -1,17 +0,0 @@
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[
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					 | 
				
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  {
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					 | 
				
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    "id": 0,
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    "description": "10 часто используемых",
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    "imageFilename": "kart1.jpg"
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  },
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  {
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    "id": 1,
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    "description": "10 слов в Data Science",
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    "imageFilename": "kart1.jpg"
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  },
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  {
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	"id": 2,
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	"description": "IT Basics Dictionary",
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    "imageFilename": "kart1.jpg"
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  }
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]
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@ -6,18 +6,14 @@
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        "id": 0,
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					        "id": 0,
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        "word": "Tech",
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					        "word": "Tech",
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        "definition": "short for technical, relating to the knowledge, machines, or methods used in science and industry. Tech is a whole industry, which includes IT",
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					        "definition": "short for technical, relating to the knowledge, machines, or methods used in science and industry. Tech is a whole industry, which includes IT",
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        "examples": [
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					        "examples": ["“As a DevOps engineer I have been working in Tech since 2020.”"],
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          "“As a DevOps engineer I have been working in Tech since 2020.”"
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        ],
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					 | 
				
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        "synonyms": ["IT"]
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					        "synonyms": ["IT"]
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      },
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					      },
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      {
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					      {
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        "id": 1,
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					        "id": 1,
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        "word": "career path",
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					        "word": "career path",
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        "definition": "the series of jobs or roles that constitute a person's career, especially one in a particular field",
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					        "definition": "the series of jobs or roles that constitute a person's career, especially one in a particular field",
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        "examples": [
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					        "examples": ["“Technology is an evolving field with a variety of available career paths.”"],
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          "“Technology is an evolving field with a variety of available career paths.”"
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        ],
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        "synonyms": []
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					        "synonyms": []
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      }
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					      }
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    ]
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					    ]
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@ -146,130 +142,5 @@
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        ]
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					        ]
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      }
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					      }
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    ]
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					    ]
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  },
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  {
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	  "id": 2,
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	  "words": [
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		{
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			"id": 0,
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			"word": "software",
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			"translation": "программное обеспечение",
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			"definition": "A collection of computer instructions that perform a specific task, typically for use by humans or machines.",
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					 | 
				
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			"synonyms": ["код", "приложение", "управление программами"],
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			"examples":
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				[
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					"I need to update the software on my new laptop.",
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					"The company uses Windows as its operating system."
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				]
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		},
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					 | 
				
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		{
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			"id": 1,
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			"word": "hardware",
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			"translation": "железо",
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			"definition": "Physical components of a computer that process information, including processors and storage devices.",
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					 | 
				
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			"synonyms": ["equipment", "приборы", "оборудование"],
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					 | 
				
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			"examples":
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				[
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					"The keyboard is part of the hardware on this device.",
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					"They upgraded their router to improve internet speed."
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				]
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		},
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		{
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			"id": 2,
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			"word": "network",
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			"translation": "сети",
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			"definition": "A system of interconnected devices that communicate with each other through data transmission over a networked medium.",
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			"synonyms": ["трансляция", "коммуникации", "диалог"],
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			"examples":
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				[
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					"We use the internet to connect our devices in the same area.",
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					"The company relies on their internal network for data sharing."
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				]
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		},
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		{
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			"id": 3,
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			"word": "algorithm",
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			"translation": "алгоритм",
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			"definition": "A set of instructions that a computer follows to solve a problem or achieve a specific task.",
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					 | 
				
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			"synonyms": ["процесс", "схема", "текст"],
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					 | 
				
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			"examples":
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				[
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					"The algorithm for sorting numbers is easy to follow.",
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					"The new software includes an advanced algorithm."
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				]
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		},
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		{
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			"id": 4,
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			"word": "encryption",
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			"translation": "криптография",
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			"definition": "A technique that transforms information into a secure form, making it unreadable without the appropriate key.",
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					 | 
				
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			"synonyms": ["шифрование", "окрышение", "опциональное"],
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			"examples":
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				[
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					"Our data is encrypted to ensure its privacy and security.",
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					"I need to use an encryption program for my important documents."
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				]
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		},
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		{
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			"id": 5,
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			"word": "debugging",
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					 | 
				
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			"translation": "поиск и исправление ошибок",
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					 | 
				
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			"definition": "The process of identifying and correcting errors or defects in a computer program.",
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					 | 
				
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			"synonyms": ["исправление", "сканирование", "анализ"],
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					 | 
				
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			"examples":
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				[
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					"I need to debug the code for this new project.",
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					"We use automated tools to find bugs."
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				]
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		},
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		{
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			"id": 6,
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			"word": "API",
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			"translation": "интерфейс приложения",
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			"definition": "A set of rules and protocols that enables communication between software applications, typically over a network.",
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					 | 
				
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			"synonyms": ["серверное программирование", "функциональная структура"],
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					 | 
				
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			"examples":
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				[
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					"We use the API for our mobile app to access data from the backend server.",
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					"I need to write an API for connecting my devices to the internet."
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				]
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		},
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		{
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			"id": 7,
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			"word": "virtual",
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			"translation": "виртуальный",
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					 | 
				
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			"definition": "A representation of a thing that does not exist physically but exists in digital form.",
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			"synonyms": ["высокопроизводительный", "представление", "цифровой"],
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			"examples":
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				[
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					"I use virtual reality to experience different environments.",
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					"Our company offers virtual office spaces for remote work."
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				]
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		},
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		{
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			"id": 8,
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			"word": "infrastructure",
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			"translation": "инфраструктура",
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			"definition": "The underlying systems and equipment of a computer network or organization, including hardware, software, and physical connections.",
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					 | 
				
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			"synonyms": ["оборудование", "устройство", "системы"],
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					 | 
				
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			"examples":
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				[
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					"Our IT infrastructure is robust to ensure reliable operations.",
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					"They need to improve their internet infrastructure for better connectivity."
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				]
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		},
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		{
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			"id": 9,
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			"word": "hacker",
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			"translation": "хакер",
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			"definition": "A skilled individual who uses computer technology to break into and misuse a system or network.",
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			"synonyms": ["дезориентированный", "манипулятор", "прокурор"],
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			"examples":
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				[
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					"I need to avoid getting involved with hackers.",
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					"They were caught hacking into the company's confidential database."
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				]
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		}
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	]
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  }
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					  }
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]
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					]
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@ -0,0 +1 @@
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					[{"id":1,"description":"1000 часто используемых","imageFilename":"kart1.jpg","words":[0,1]},{"id":2,"description":"10 слов в Data Science","imageFilename":"kart1.jpg","words":[2,3,4,5,6,7,8,9,10,11,12]}]
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@ -1,42 +1,99 @@
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const fs = require('fs');
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					const fs = require('fs');
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const path = require('path');
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					const path = require('path');
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const router = require("express").Router();
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					const router = require('express').Router();
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module.exports = router;
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					module.exports = router;
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const data = require("./data/dictionaries.json");
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					const dictionaries = require('./dictionaries.json');
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const wordsData = require("./data/dictionaryWords.json");
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					const words = require('../words/words.json');
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router.get("/", (req, res) => {
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					router.get('/', (req, res) => {
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  res.send(data);
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					  res.send(dictionaries);
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});
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					});
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// Put new dictionary to the array of dictionaries
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					router.get('/:id', (req, res) => {
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router.put('/new', (req, res) => {
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					  const id = parseInt(req.params.id);
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  if (!data || !Array.isArray(data)) {
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					  if (!id || isNaN(id)) {
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    return res.status(400).send('No array of dictionaries found`');
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					    return res.status(400).send('Invalid ID'); // Bad request
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  }
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					  }
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  const updatedData = req.body;
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					  if (!dictionaries) {
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  if (!updatedData) {
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    return res.status(400).send('No data to update'); // Bad request
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					 | 
				
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  }
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  if (!data) {
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    return res.status(500).send('No data to update'); // Internal server error
 | 
					    return res.status(500).send('No data to update'); // Internal server error
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  }
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					  }
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  indexedUpdatedData = { id: data.length, ...updatedData }; // Add the new dictionary to the array
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					  const dictionary = dictionaries.find((dictionary) => dictionary.id === id);
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  data.push(indexedUpdatedData); // Add the new dictionary to the array
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					  if (!dictionary) {
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					    return res.status(404).send('Not found');
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					  }
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					  const dictionaryWords = dictionary.words.map((wordId) => {
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					    const word = words.find((word) => word.id === wordId);
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					    return { ...word, ...word };
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					  });
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					  res.send({ ...dictionary, words: dictionaryWords });
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					});
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  fs.writeFile(path.join(__dirname, 'data/dictionaries.json'), JSON.stringify(data), (err) => {
 | 
					router.post('/:id', (req, res) => {
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					  const id = parseInt(req.params.id);
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 | 
					  if (!id || isNaN(id)) {
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			||||||
 | 
					    return res.status(400).send('Invalid ID'); // Bad request
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 | 
					  }
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 | 
					  if (!dictionaries) {
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			||||||
 | 
					    return res.status(500).send('No data to update'); // Internal server error
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 | 
					  }
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 | 
					  const dictionary = dictionaries.find((dictionary) => dictionary.id === id);
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			||||||
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 | 
					  if (!dictionary) {
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			||||||
 | 
					    return res.status(404).send('Not found');
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			||||||
 | 
					  }
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			||||||
 | 
					
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			||||||
 | 
					  const newWord = req.body;
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			||||||
 | 
					  if (!newWord) {
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			||||||
 | 
					    return res.status(400).send('No data to add'); // Bad request
 | 
				
			||||||
 | 
					  }
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			||||||
 | 
					  console.log(newWord);
 | 
				
			||||||
 | 
					  if (isNaN(newWord.id)) {
 | 
				
			||||||
 | 
					    return res.status(400).send('Invalid word ID'); // Bad request
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			||||||
 | 
					  }
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 | 
					  dictionary.words.push(newWord.id);
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			||||||
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 | 
					  fs.writeFile(path.join(__dirname, 'dictionaries.json'), JSON.stringify(dictionaries), (err) => {
 | 
				
			||||||
    if (err) {
 | 
					    if (err) {
 | 
				
			||||||
      console.error(err); // Log the error
 | 
					      console.error(err); // Log the error
 | 
				
			||||||
      return res.status(500).send('Error saving data');
 | 
					      return res.status(500).send('Error saving data');
 | 
				
			||||||
    }
 | 
					    }
 | 
				
			||||||
    res.status(200).json(data); // Send back the updated data
 | 
					    res.status(200).json(dictionary); // Send back the updated data
 | 
				
			||||||
 | 
					  });
 | 
				
			||||||
 | 
					});
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					// Put new dictionary to the array of dictionaries
 | 
				
			||||||
 | 
					router.put('/', (req, res) => {
 | 
				
			||||||
 | 
					  if (!dictionaries || !Array.isArray(dictionaries)) {
 | 
				
			||||||
 | 
					    return res.status(400).send('No array of dictionaries found`');
 | 
				
			||||||
 | 
					  }
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  const newData = req.body;
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  if (!newData) {
 | 
				
			||||||
 | 
					    return res.status(400).send('No data to add'); // Bad request
 | 
				
			||||||
 | 
					  }
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  if (!dictionaries) {
 | 
				
			||||||
 | 
					    return res.status(500).send('No data to update'); // Internal server error
 | 
				
			||||||
 | 
					  }
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  const indexedUpdatedData = { ...newData, id: dictionaries.length + 1 }; // Add the new dictionary to the array
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  dictionaries.push(indexedUpdatedData); // Add the new dictionary to the array
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  fs.writeFile(path.join(__dirname, 'dictionaries.json'), JSON.stringify(dictionaries), (err) => {
 | 
				
			||||||
 | 
					    if (err) {
 | 
				
			||||||
 | 
					      console.error(err); // Log the error
 | 
				
			||||||
 | 
					      return res.status(500).send('Error saving data');
 | 
				
			||||||
 | 
					    }
 | 
				
			||||||
 | 
					    res.status(200).json(dictionaries); // Send back the updated data
 | 
				
			||||||
  });
 | 
					  });
 | 
				
			||||||
});
 | 
					});
 | 
				
			||||||
 | 
					
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			||||||
@ -47,15 +104,15 @@ router.delete('/:id', (req, res) => {
 | 
				
			|||||||
    return res.status(400).send('Invalid ID'); // Bad request
 | 
					    return res.status(400).send('Invalid ID'); // Bad request
 | 
				
			||||||
  }
 | 
					  }
 | 
				
			||||||
 | 
					
 | 
				
			||||||
  const index = data.findIndex((dictionary) => dictionary.id === id);
 | 
					  const index = dictionaries.findIndex((dictionary) => dictionary.id === id);
 | 
				
			||||||
 | 
					
 | 
				
			||||||
  if (index < 0) {
 | 
					  if (index < 0) {
 | 
				
			||||||
    return res.status(404).send('Not found'); // Not found
 | 
					    return res.status(404).send('Not found'); // Not found
 | 
				
			||||||
  }
 | 
					  }
 | 
				
			||||||
 | 
					
 | 
				
			||||||
  data.splice(index, 1); // Remove the dictionary from the array
 | 
					  dictionaries.splice(index, 1); // Remove the dictionary from the array
 | 
				
			||||||
 | 
					
 | 
				
			||||||
  fs.writeFile(path.join(__dirname, 'data/dictionaries.json'), JSON.stringify(data), (err) => {
 | 
					  fs.writeFile(path.join(__dirname, 'dictionaries.json'), JSON.stringify(dictionaries), (err) => {
 | 
				
			||||||
    if (err) {
 | 
					    if (err) {
 | 
				
			||||||
      console.error(err); // Log the error
 | 
					      console.error(err); // Log the error
 | 
				
			||||||
      return res.status(500).send('Error saving data');
 | 
					      return res.status(500).send('Error saving data');
 | 
				
			||||||
@ -63,14 +120,3 @@ router.delete('/:id', (req, res) => {
 | 
				
			|||||||
    res.send({ message: `Dictionary with id ${id} deleted` });
 | 
					    res.send({ message: `Dictionary with id ${id} deleted` });
 | 
				
			||||||
  });
 | 
					  });
 | 
				
			||||||
});
 | 
					});
 | 
				
			||||||
 | 
					 | 
				
			||||||
router.get("/:id", (req, res) => {
 | 
					 | 
				
			||||||
  const id = parseInt(req.params.id);
 | 
					 | 
				
			||||||
  const words = wordsData.find((word) => word.id === id);
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
  if (!words) {
 | 
					 | 
				
			||||||
    return res.status(404).send("Not found");
 | 
					 | 
				
			||||||
  }
 | 
					 | 
				
			||||||
 | 
					 | 
				
			||||||
  res.send(words);
 | 
					 | 
				
			||||||
});
 | 
					 | 
				
			||||||
 | 
				
			|||||||
@ -21,10 +21,10 @@ router.put('/', (req, res) => {
 | 
				
			|||||||
  }
 | 
					  }
 | 
				
			||||||
 | 
					
 | 
				
			||||||
  const newId = data.length + 1;
 | 
					  const newId = data.length + 1;
 | 
				
			||||||
  const fileName = newUnit.name.replace(/([a-z])([A-Z])/g, '$1-$2').toLowerCase();
 | 
					  const filename = newUnit.name.replace(/([a-z])([A-Z])/g, '$1-$2').toLowerCase();
 | 
				
			||||||
  fs.writeFileSync(path.join(__dirname, 'data', `${fileName}.md`), newUnit.content);
 | 
					  fs.writeFileSync(path.join(__dirname, 'data', `${filename}.md`), newUnit.content);
 | 
				
			||||||
 | 
					
 | 
				
			||||||
  data.push({ id: newId, fileName: fileName, name: newUnit.name });
 | 
					  data.push({ id: newId, filename: filename, name: newUnit.name });
 | 
				
			||||||
 | 
					
 | 
				
			||||||
  fs.writeFileSync(path.join(__dirname, 'data', 'units.json'), JSON.stringify(data));
 | 
					  fs.writeFileSync(path.join(__dirname, 'data', 'units.json'), JSON.stringify(data));
 | 
				
			||||||
  res.status(200).send(data);
 | 
					  res.status(200).send(data);
 | 
				
			||||||
 | 
				
			|||||||
							
								
								
									
										75
									
								
								server/routers/kfu-m-24-1/eng-it-lean/words/index.js
									
									
									
									
									
										Normal file
									
								
							
							
						
						
									
										75
									
								
								server/routers/kfu-m-24-1/eng-it-lean/words/index.js
									
									
									
									
									
										Normal file
									
								
							@ -0,0 +1,75 @@
 | 
				
			|||||||
 | 
					const fs = require('fs');
 | 
				
			||||||
 | 
					const path = require('path');
 | 
				
			||||||
 | 
					const router = require("express").Router();
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					module.exports = router;
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					const words = require("../words/words.json");
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					router.get("/", (req, res) => {
 | 
				
			||||||
 | 
					  res.send(words);
 | 
				
			||||||
 | 
					});
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					router.put('/', (req, res) => {
 | 
				
			||||||
 | 
					  const newData = req.body;
 | 
				
			||||||
 | 
					  if (!newData) {
 | 
				
			||||||
 | 
					    return res.status(400).send('No data to add'); // Bad request
 | 
				
			||||||
 | 
					  }
 | 
				
			||||||
 | 
					  if (!words) {
 | 
				
			||||||
 | 
					    return res.status(500).send('No data to update'); // Internal server error
 | 
				
			||||||
 | 
					  }
 | 
				
			||||||
 | 
					  console.log(words.length)
 | 
				
			||||||
 | 
					  const indexedUpdatedData = { ...newData, id: words.length + 1 }; // Add the new word to the array
 | 
				
			||||||
 | 
					  console.log(indexedUpdatedData);
 | 
				
			||||||
 | 
					  words.push(indexedUpdatedData); // Add the new word to the array
 | 
				
			||||||
 | 
					  fs.writeFile(path.join(__dirname, 'words.json'), JSON.stringify(words), (err) => {
 | 
				
			||||||
 | 
					    if (err) {
 | 
				
			||||||
 | 
					      console.error(err); // Log the error
 | 
				
			||||||
 | 
					      return res.status(500).send('Error saving data');
 | 
				
			||||||
 | 
					    }
 | 
				
			||||||
 | 
					    res.status(200).json(indexedUpdatedData);
 | 
				
			||||||
 | 
					  });
 | 
				
			||||||
 | 
					});
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					router.get("/:id", (req, res) => {
 | 
				
			||||||
 | 
					  const id = parseInt(req.params.id);
 | 
				
			||||||
 | 
					  
 | 
				
			||||||
 | 
					  if (!id || isNaN(id)) {
 | 
				
			||||||
 | 
					    return res.status(400).send('Invalid ID'); // Bad request
 | 
				
			||||||
 | 
					  }
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  if (!words) {
 | 
				
			||||||
 | 
					    return res.status(500).send('No data to update'); // Internal server error
 | 
				
			||||||
 | 
					  }
 | 
				
			||||||
 | 
					  const word = words.find((word) => word.id === id);
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  if (!word) {
 | 
				
			||||||
 | 
					    return res.status(404).send("Not found");
 | 
				
			||||||
 | 
					  }
 | 
				
			||||||
 | 
					  res.send(word);
 | 
				
			||||||
 | 
					});
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					router.delete("/:id", (req, res) => {
 | 
				
			||||||
 | 
					  const id = parseInt(req.params.id);
 | 
				
			||||||
 | 
					  if (!id || isNaN(id)) {
 | 
				
			||||||
 | 
					    return res.status(400).send('Invalid ID'); // Bad request
 | 
				
			||||||
 | 
					  }
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  const index = words.findIndex((word) => word.id === id);
 | 
				
			||||||
 | 
					  if (index < 0) {
 | 
				
			||||||
 | 
					    return res.status(404).send("Not found");
 | 
				
			||||||
 | 
					  }
 | 
				
			||||||
 | 
					  
 | 
				
			||||||
 | 
					  if (!words) {
 | 
				
			||||||
 | 
					    return res.status(500).send('No data to update'); // Internal server error
 | 
				
			||||||
 | 
					  }
 | 
				
			||||||
 | 
					
 | 
				
			||||||
 | 
					  words.splice(index, 1);
 | 
				
			||||||
 | 
					  fs.writeFile(path.join(__dirname, 'words.json'), JSON.stringify(words), (err) => {
 | 
				
			||||||
 | 
					    if (err) {
 | 
				
			||||||
 | 
					      console.error(err); // Log the error
 | 
				
			||||||
 | 
					      return res.status(500).send('Error saving data');
 | 
				
			||||||
 | 
					    }
 | 
				
			||||||
 | 
					    res.send({ message: `Word with id ${id} deleted` });
 | 
				
			||||||
 | 
					  });
 | 
				
			||||||
 | 
					});
 | 
				
			||||||
							
								
								
									
										136
									
								
								server/routers/kfu-m-24-1/eng-it-lean/words/words.json
									
									
									
									
									
										Normal file
									
								
							
							
						
						
									
										136
									
								
								server/routers/kfu-m-24-1/eng-it-lean/words/words.json
									
									
									
									
									
										Normal file
									
								
							@ -0,0 +1,136 @@
 | 
				
			|||||||
 | 
					[
 | 
				
			||||||
 | 
					  {
 | 
				
			||||||
 | 
					    "id": 12,
 | 
				
			||||||
 | 
					    "word": "Tech",
 | 
				
			||||||
 | 
					    "definition": "short for technical, relating to the knowledge, machines, or methods used in science and industry. Tech is a whole industry, which includes IT",
 | 
				
			||||||
 | 
					    "examples": ["“As a DevOps engineer I have been working in Tech since 2020.”"],
 | 
				
			||||||
 | 
					    "synonyms": ["IT"]
 | 
				
			||||||
 | 
					  },
 | 
				
			||||||
 | 
					  {
 | 
				
			||||||
 | 
					    "id": 1,
 | 
				
			||||||
 | 
					    "word": "career path",
 | 
				
			||||||
 | 
					    "definition": "the series of jobs or roles that constitute a person's career, especially one in a particular field",
 | 
				
			||||||
 | 
					    "examples": ["“Technology is an evolving field with a variety of available career paths.”"],
 | 
				
			||||||
 | 
					    "synonyms": []
 | 
				
			||||||
 | 
					  },
 | 
				
			||||||
 | 
					  {
 | 
				
			||||||
 | 
					    "id": 2,
 | 
				
			||||||
 | 
					    "word": "Machine Learning",
 | 
				
			||||||
 | 
					    "translation": "Машинное обучение",
 | 
				
			||||||
 | 
					    "definition": "An approach to artificial intelligence where computers learn from data without being explicitly programmed.",
 | 
				
			||||||
 | 
					    "synonyms": ["Trainable Algorithms", "Automated Learning"],
 | 
				
			||||||
 | 
					    "examples": [
 | 
				
			||||||
 | 
					      "We used machine learning techniques to forecast product demand.",
 | 
				
			||||||
 | 
					      "The movie recommendation system is based on machine learning algorithms.",
 | 
				
			||||||
 | 
					      "Machine learning helped improve the accuracy of speech recognition in our application."
 | 
				
			||||||
 | 
					    ]
 | 
				
			||||||
 | 
					  },
 | 
				
			||||||
 | 
					  {
 | 
				
			||||||
 | 
					    "id": 3,
 | 
				
			||||||
 | 
					    "word": "Neural Network",
 | 
				
			||||||
 | 
					    "translation": "Нейронная сеть",
 | 
				
			||||||
 | 
					    "definition": "A mathematical model inspired by the structure and function of biological neural networks, consisting of interconnected nodes organized in layers that can process information.",
 | 
				
			||||||
 | 
					    "synonyms": ["Artificial Neural Network", "Deep Neural Network"],
 | 
				
			||||||
 | 
					    "examples": [
 | 
				
			||||||
 | 
					      "To process large amounts of data, we created a deep learning neural network.",
 | 
				
			||||||
 | 
					      "This neural network is capable of generating realistic images.",
 | 
				
			||||||
 | 
					      "Using neural networks significantly improved the quality of text translation."
 | 
				
			||||||
 | 
					    ]
 | 
				
			||||||
 | 
					  },
 | 
				
			||||||
 | 
					  {
 | 
				
			||||||
 | 
					    "id": 4,
 | 
				
			||||||
 | 
					    "word": "Algorithm",
 | 
				
			||||||
 | 
					    "translation": "Алгоритм",
 | 
				
			||||||
 | 
					    "definition": "A step-by-step procedure or set of instructions for solving a problem or performing a computation.",
 | 
				
			||||||
 | 
					    "synonyms": ["Procedure", "Method"],
 | 
				
			||||||
 | 
					    "examples": [
 | 
				
			||||||
 | 
					      "The algorithm we developed quickly finds the optimal delivery route.",
 | 
				
			||||||
 | 
					      "This algorithm sorts an array with a minimal number of operations.",
 | 
				
			||||||
 | 
					      "Encryption algorithms ensure secure transmission of data over the internet."
 | 
				
			||||||
 | 
					    ]
 | 
				
			||||||
 | 
					  },
 | 
				
			||||||
 | 
					  {
 | 
				
			||||||
 | 
					    "id": 5,
 | 
				
			||||||
 | 
					    "word": "Data Model",
 | 
				
			||||||
 | 
					    "translation": "Модель данных",
 | 
				
			||||||
 | 
					    "definition": "An abstract representation of the structure of data, describing how data is organized and related to each other.",
 | 
				
			||||||
 | 
					    "synonyms": ["Data Structure", "Schema"],
 | 
				
			||||||
 | 
					    "examples": [
 | 
				
			||||||
 | 
					      "Our data model allows us to efficiently manage relationships between customers and orders.",
 | 
				
			||||||
 | 
					      "The data model was designed considering scalability and performance requirements.",
 | 
				
			||||||
 | 
					      "This data model is used for storing information about social network users."
 | 
				
			||||||
 | 
					    ]
 | 
				
			||||||
 | 
					  },
 | 
				
			||||||
 | 
					  {
 | 
				
			||||||
 | 
					    "id": 6,
 | 
				
			||||||
 | 
					    "word": "Regression",
 | 
				
			||||||
 | 
					    "translation": "Регрессия",
 | 
				
			||||||
 | 
					    "definition": "A statistical method used to determine the relationship between one variable and others.",
 | 
				
			||||||
 | 
					    "synonyms": ["Linear Regression", "Nonlinear Regression"],
 | 
				
			||||||
 | 
					    "examples": [
 | 
				
			||||||
 | 
					      "We applied linear regression to analyze the impact of advertising campaigns on sales.",
 | 
				
			||||||
 | 
					      "Results from the regression analysis showed a strong correlation between customer age and purchase frequency.",
 | 
				
			||||||
 | 
					      "Regression helped us assess how changes in environmental conditions affect crop yield."
 | 
				
			||||||
 | 
					    ]
 | 
				
			||||||
 | 
					  },
 | 
				
			||||||
 | 
					  {
 | 
				
			||||||
 | 
					    "id": 7,
 | 
				
			||||||
 | 
					    "word": "Clustering",
 | 
				
			||||||
 | 
					    "translation": "Кластеризация",
 | 
				
			||||||
 | 
					    "definition": "The process of grouping similar objects into clusters so that objects within the same cluster are more similar to each other than to those in other clusters.",
 | 
				
			||||||
 | 
					    "synonyms": ["Grouping", "Segmentation"],
 | 
				
			||||||
 | 
					    "examples": [
 | 
				
			||||||
 | 
					      "Clustering allowed us to divide customers into several groups according to their purchasing behavior.",
 | 
				
			||||||
 | 
					      "Clustering methods are used to automatically group news by topic.",
 | 
				
			||||||
 | 
					      "As a result of clustering, several market segments were identified, each with its own characteristics."
 | 
				
			||||||
 | 
					    ]
 | 
				
			||||||
 | 
					  },
 | 
				
			||||||
 | 
					  {
 | 
				
			||||||
 | 
					    "id": 8,
 | 
				
			||||||
 | 
					    "word": "Supervised Learning",
 | 
				
			||||||
 | 
					    "translation": "Обучение с учителем",
 | 
				
			||||||
 | 
					    "definition": "A type of machine learning where the algorithm learns from labeled data, meaning data for which correct answers are known.",
 | 
				
			||||||
 | 
					    "synonyms": ["Controlled Learning", "Labeled Classification"],
 | 
				
			||||||
 | 
					    "examples": [
 | 
				
			||||||
 | 
					      "Supervised learning is used to classify emails as spam or not-spam.",
 | 
				
			||||||
 | 
					      "This approach was used to create a model that predicts real estate prices based on multiple parameters.",
 | 
				
			||||||
 | 
					      "Supervised learning helps diagnose diseases at early stages through medical data analysis."
 | 
				
			||||||
 | 
					    ]
 | 
				
			||||||
 | 
					  },
 | 
				
			||||||
 | 
					  {
 | 
				
			||||||
 | 
					    "id": 9,
 | 
				
			||||||
 | 
					    "word": "Data Labeling",
 | 
				
			||||||
 | 
					    "translation": "Разметка данных",
 | 
				
			||||||
 | 
					    "definition": "The process of assigning labels or classes to data so it can be used in supervised learning.",
 | 
				
			||||||
 | 
					    "synonyms": ["Data Annotation", "Tagging"],
 | 
				
			||||||
 | 
					    "examples": [
 | 
				
			||||||
 | 
					      "Before starting model training, we labeled the data by assigning each photo an animal category.",
 | 
				
			||||||
 | 
					      "Data labeling includes marking user reviews as positive or negative.",
 | 
				
			||||||
 | 
					      "Text documents were labeled with special tags for subsequent analysis."
 | 
				
			||||||
 | 
					    ]
 | 
				
			||||||
 | 
					  },
 | 
				
			||||||
 | 
					  {
 | 
				
			||||||
 | 
					    "id": 10,
 | 
				
			||||||
 | 
					    "word": "Hyperparameters",
 | 
				
			||||||
 | 
					    "translation": "Гиперпараметры",
 | 
				
			||||||
 | 
					    "definition": "Parameters that define the structure and behavior of a machine learning model, set before the learning process begins.",
 | 
				
			||||||
 | 
					    "synonyms": ["Model Settings", "Configuration Parameters"],
 | 
				
			||||||
 | 
					    "examples": [
 | 
				
			||||||
 | 
					      "Optimizing hyperparameters enabled us to enhance the performance of our machine learning model.",
 | 
				
			||||||
 | 
					      "Hyperparameters include settings such as the number of layers in a neural network and the learning rate.",
 | 
				
			||||||
 | 
					      "Choosing the right hyperparameters is crucial for achieving high model accuracy."
 | 
				
			||||||
 | 
					    ]
 | 
				
			||||||
 | 
					  },
 | 
				
			||||||
 | 
					  {
 | 
				
			||||||
 | 
					    "id": 11,
 | 
				
			||||||
 | 
					    "word": "Model Validation",
 | 
				
			||||||
 | 
					    "translation": "Валидация модели",
 | 
				
			||||||
 | 
					    "definition": "The process of evaluating the quality of a model by testing it on new, previously unseen data.",
 | 
				
			||||||
 | 
					    "synonyms": ["Model Testing", "Model Verification"],
 | 
				
			||||||
 | 
					    "examples": [
 | 
				
			||||||
 | 
					      "After completing the training, we validated the model using a test dataset.",
 | 
				
			||||||
 | 
					      "During model validation, its ability to make accurate predictions on new data is checked.",
 | 
				
			||||||
 | 
					      "Validation showed that the model is robust against changes in data and has low generalization error."
 | 
				
			||||||
 | 
					    ]
 | 
				
			||||||
 | 
					  }
 | 
				
			||||||
 | 
					]
 | 
				
			||||||
		Loading…
	
	
			
			x
			
			
		
	
		Reference in New Issue
	
	Block a user