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[
{
"id" : 0 ,
"words" : [
{
"id" : 0 ,
"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" : 1 ,
"words" : [
{
"id" : 0 ,
"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" : 1 ,
"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" : 2 ,
"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" : 3 ,
"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" : 4 ,
"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" : 5 ,
"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" : 6 ,
"word" : "Supervised Learning" ,
"translation" : "Обучение с ,
"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" : 7 ,
"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" : 8 ,
"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" : 9 ,
"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."
]
}
]
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} ,
{
"id" : 2 ,
"words" : [
{
"id" : 0 ,
"word" : "software" ,
"translation" : "программное обеспечение" ,
"definition" : "A collection of computer instructions that perform a specific task, typically for use by humans or machines." ,
"synonyms" : [ "код" , "приложение" , "управление программами" ] ,
"examples" :
[
"I need to update the software on my new laptop." ,
"The company uses Windows as its operating system."
]
} ,
{
"id" : 1 ,
"word" : "hardware" ,
"translation" : "железо" ,
"definition" : "Physical components of a computer that process information, including processors and storage devices." ,
"synonyms" : [ "equipment" , "приборы" , "оборудование" ] ,
"examples" :
[
"The keyboard is part of the hardware on this device." ,
"They upgraded their router to improve internet speed."
]
} ,
{
"id" : 2 ,
"word" : "network" ,
"translation" : "сети" ,
"definition" : "A system of interconnected devices that communicate with each other through data transmission over a networked medium." ,
"synonyms" : [ "трансляция" , "коммуникации" , "диалог" ] ,
"examples" :
[
"We use the internet to connect our devices in the same area." ,
"The company relies on their internal network for data sharing."
]
} ,
{
"id" : 3 ,
"word" : "algorithm" ,
"translation" : "алгоритм" ,
"definition" : "A set of instructions that a computer follows to solve a problem or achieve a specific task." ,
"synonyms" : [ "процесс" , "схема" , "текст" ] ,
"examples" :
[
"The algorithm for sorting numbers is easy to follow." ,
"The new software includes an advanced algorithm."
]
} ,
{
"id" : 4 ,
"word" : "encryption" ,
"translation" : "криптография" ,
"definition" : "A technique that transforms information into a secure form, making it unreadable without the appropriate key." ,
"synonyms" : [ "шифрование" , "окрышение" , "опциональное" ] ,
"examples" :
[
"Our data is encrypted to ensure its privacy and security." ,
"I need to use an encryption program for my important documents."
]
} ,
{
"id" : 5 ,
"word" : "debugging" ,
"translation" : "поиск и исправление ошибок" ,
"definition" : "The process of identifying and correcting errors or defects in a computer program." ,
"synonyms" : [ "исправление" , "сканирование" , "анализ" ] ,
"examples" :
[
"I need to debug the code for this new project." ,
"We use automated tools to find bugs."
]
} ,
{
"id" : 6 ,
"word" : "API" ,
"translation" : "интерфейс приложения" ,
"definition" : "A set of rules and protocols that enables communication between software applications, typically over a network." ,
"synonyms" : [ "серверное программирование" , "функциональная структура" ] ,
"examples" :
[
"We use the API for our mobile app to access data from the backend server." ,
"I need to write an API for connecting my devices to the internet."
]
} ,
{
"id" : 7 ,
"word" : "virtual" ,
"translation" : "виртуальный" ,
"definition" : "A representation of a thing that does not exist physically but exists in digital form." ,
"synonyms" : [ "высокопроизводительный" , "представление" , "цифровой" ] ,
"examples" :
[
"I use virtual reality to experience different environments." ,
"Our company offers virtual office spaces for remote work."
]
} ,
{
"id" : 8 ,
"word" : "infrastructure" ,
"translation" : "инфраструктура" ,
"definition" : "The underlying systems and equipment of a computer network or organization, including hardware, software, and physical connections." ,
"synonyms" : [ "оборудование" , "устройство" , "системы" ] ,
"examples" :
[
"Our IT infrastructure is robust to ensure reliable operations." ,
"They need to improve their internet infrastructure for better connectivity."
]
} ,
{
"id" : 9 ,
"word" : "hacker" ,
"translation" : "хакер" ,
"definition" : "A skilled individual who uses computer technology to break into and misuse a system or network." ,
"synonyms" : [ "дезориентированный" , "манипулятор" , "прокурор" ] ,
"examples" :
[
"I need to avoid getting involved with hackers." ,
"They were caught hacking into the company's confidential database."
]
}
]
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}
]
