Vocabulary Words Every Deep Learning Engineer Should Know
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Vocabulary Words Every Deep Learning Engineer Should Know | English A1 Level (Beginner / Elementary)
20 Word
Model
Definition: a representation of something, often used for study
- He built a model of the solar system.
- The model was used to show how the building would look.
- She is a model for a clothing brand.
Data
Definition: Information collected for analysis.
- The data shows an increase in sales.
- We need to analyze the data carefully.
- His research includes a lot of data.
Train
Definition: A vehicle that runs on tracks.
- We traveled by train to another city.
- The train arrived at the station.
- She took the train to work.
Test
Definition: A method of assessing knowledge or skills; an examination.
- She studied hard for the math test next week.
- He passed the driving test on his first try.
- The teacher gave a pop quiz as a test of understanding.
Input
Definition: Information or data that is entered into a system; contributions.
- The teacher asked for input from the students on the project.
- They analyzed the input from the survey.
- Your input is valuable in making decisions.
Output
Definition: The amount of something produced or delivered.
- The factory increased its output to meet demand.
- Their output of products improved this year.
- Understanding output helps in analyzing productivity.
Layer
Definition: A thickness or level of material, often stacked one on top of another.
- The cake had a layer of chocolate frosting.
- She wore a layer of clothing to stay warm.
- Each layer of the Earth has different characteristics.
Neuron
Definition: A nerve cell that transmits signals in the nervous system.
- A neuron can communicate with thousands of other neurons.
- They learned about the structure of a neuron in class.
- Understanding neurons is key in neuroscience studies.
Learn
Definition: To gain knowledge or skills through study or experience.
- I want to learn how to play the guitar.
- We learn new words every week in class.
- She loves to learn about different cultures.
Predict
Definition: To say what will happen in the future based on evidence.
- Scientists can predict weather changes with technology.
- They tried to predict the outcome of the game.
- It's difficult to predict how people will react.
Error
Definition: A mistake or inaccuracy.
- I made an error on my math test.
- He found an error in the report and fixed it.
- It's okay to make an error; we learn from them.
Task
Definition: A piece of work to be done; a duty or job.
- I have a task to complete for school.
- She finished her task before the deadline.
- They assigned a task to each group member.
Feature
Definition: A distinctive attribute or aspect of something.
- The new phone has a great camera feature.
- One feature of the park is its beautiful lake.
- Understanding features helps in product comparisons.
Sample
Definition: A small part or example of something used to show the quality or characteristics.
- They took a sample of the water for testing.
- I received a sample of the new product.
- She provided a sample of her work for review.
Process
Definition: A series of actions or steps taken to achieve a result.
- The process of baking bread takes time.
- She explained the process of making pizza.
- He followed the process carefully to complete his task.
Code
Definition: A system of words, letters, or symbols used to represent information.
- I learned to code using a computer programming language.
- The secret message was written in code.
- Learning code can help you create your own games.
Run
Definition: To move fast using your legs.
- He can run very fast.
- She runs every morning in the park.
- The children love to run around the playground.
Program
Definition: A planned series of events or a software application.
- We have a fun program at school every Friday.
- I downloaded a new program to help with my studies.
- The program will teach you how to swim.
Network
Definition: A group of connected people or things.
- They built a strong network of friends.
- The internet is a global network.
- She joined a professional network.
Result
Definition: The outcome or effect of something.
- The result of the test was better than expected.
- She was happy with the result of her hard work.
- The result of the experiment showed a clear answer.
Vocabulary Words Every Deep Learning Engineer Should Know | English A2 Level (Pre-Intermediate)
5 Word
Algorithm
Definition: A step-by-step procedure for solving a problem or completing a task.
- An algorithm can help computers perform calculations.
- He learned about algorithms in his computer science class.
- Understanding algorithms is essential for programming.
Value
Definition: The importance or worth of something.
- Honesty has great value in life.
- The value of gold is very high.
- She understands the value of hard work.
Pattern
Definition: A repeated decorative design or a regular sequence of events.
- The fabric has a beautiful floral pattern on it.
- We noticed a pattern in the way he solved the problems.
- Understanding patterns can help with predicting outcomes.
Set
Definition: To put something in a particular place or to arrange.
- I will set the table for dinner.
- Please set your books on the shelf.
- We need to set a goal for this project.
Image
Definition: A visual representation of something.
- I created an image for my project.
- The image shows a beautiful landscape.
- He likes to take an image of every moment.
Vocabulary Words Every Deep Learning Engineer Should Know | English B1 Level (Intermediate)
29 Word
Training
Definition: The action of teaching or learning skills for a specific job or activity.
- He is undergoing training to become a firefighter.
- The training program helps new employees learn.
- She attends training sessions for her sport.
Label
Definition: a tag or sticker that provides information
- The label on the bottle shows the ingredients.
- He read the label to check for allergens.
- She put a label on each box for organization.
Accuracy
Definition: The quality of being correct or precise.
- We need to ensure the accuracy of our measurements.
- The accuracy of the information is crucial.
- She values accuracy in her research.
Loss
Definition: the state of losing something; not having something anymore
- His loss of a pet made him very sad.
- The team felt the loss of their star player.
- She experienced a loss when her grandmother passed away.
Prediction
Definition: A statement about what will happen in the future.
- The weather prediction said it would rain tomorrow.
- Her prediction about the game was correct.
- Understanding predictions can help in planning events.
Overfitting
Definition: In statistics and machine learning, when a model is too complex and captures noise instead of the underlying pattern.
- Overfitting can lead to poor predictions on new data.
- She learned about overfitting in her data analysis class.
- Avoiding overfitting is crucial for effective modeling.
Underfitting
Definition: A modeling error that occurs when a model is too simple to capture the underlying trend of the data.
- The underfitting of the model led to poor predictions.
- He learned about underfitting during his statistics class.
- Avoiding underfitting is crucial for accurate results.
Optimization
Definition: The process of making something as effective or functional as possible.
- They focus on optimization to improve performance.
- Website optimization helps increase traffic.
- He learned about optimization techniques in class.
Regression
Definition: A return to a previous, less advanced state.
- Regression in skills can happen after a break.
- The regression of the project was disappointing.
- He studied regression in his psychology class.
Classification
Definition: The process of arranging or organizing things into groups based on shared characteristics.
- Scientists use classification to categorize living organisms.
- In school, we studied the classification of animals.
- Understanding classification helps in organizing information.
Neural
Definition: Related to the nerves or nervous system; involving neurons.
- Neural pathways are important for learning.
- She studied the neural connections in the brain.
- Understanding neural functions is essential in biology.
Batch
Definition: A group of items produced or processed together.
- She baked a batch of cookies for the party.
- The factory produced a large batch of toys.
- They tested a batch of samples for quality.
Epoch
Definition: a significant period in history
- The Renaissance was an epoch of great cultural change.
- He learned about different epochs in his history class.
- Understanding epochs helps contextualize historical events.
Tensor
Definition: A mathematical object that can be applied in physics and engineering; used to represent data.
- In physics, a tensor can describe forces in multiple dimensions.
- The mathematician explained how to use a tensor in calculations.
- Understanding tensors is crucial in advanced mathematics.
Validation
Definition: the act of confirming or supporting something
- Validation of the results is crucial for the research.
- She received validation from her peers for her project.
- The process requires validation to ensure accuracy.
Dataset
Definition: A collection of related data, often used for analysis.
- The dataset included information from various sources.
- He analyzed the dataset for trends.
- A clean dataset is essential for accurate results.
Architecture
Definition: The art and science of designing buildings and structures.
- He studies architecture at university.
- The architecture of the old building is beautiful.
- She wants to become an architect and design homes.
Parameter
Definition: A measurable factor that defines a system or sets the conditions of an operation.
- The experiment had several parameters to control.
- He adjusted the parameters for the simulation.
- Understanding parameters is essential in scientific research.
Gradient
Definition: a measure of how steep something is; the rate of change
- The gradient of the hill made it hard to climb.
- We learned about gradient in math class.
- The gradient of the line showed the slope.
Descent
Definition: the act of moving downward; lineage
- She made her descent down the hill carefully.
- His descent from a famous family is well-known.
- Understanding descent helps in genealogical studies.
Function
Definition: The purpose or role that something serves.
- The function of a light bulb is to provide light.
- What is the function of this button?
- The main function of the app is to help with studying.
Cluster
Definition: A group of similar things or people located close together.
- The cluster of stars was visible in the night sky.
- They found a cluster of trees in the park.
- A cluster of students gathered around the teacher.
Tool
Definition: An instrument or device used to perform a task.
- A hammer is a useful tool for building.
- I need a tool to fix my bike.
- He used a tool to cut the wood.
Framework
Definition: A basic structure that supports something.
- The framework of the building is strong.
- We created a framework for our research project.
- Understanding the framework helps in problem-solving.
Performance
Definition: The act of doing something, especially in front of an audience; how well someone does a task.
- The performance of the students was impressive.
- He practiced daily for his music performance.
- Her performance in the play earned her applause.
Analysis
Definition: The detailed examination of something to understand it better.
- He did an analysis of the data for his project.
- Her analysis showed interesting results.
- They worked together on the analysis of the report.
Problem
Definition: A situation that is difficult or unsatisfactory.
- She faced a problem with her homework.
- Finding a solution to a problem can be challenging.
- He is good at identifying problems quickly.
Solution
Definition: An answer to a problem.
- We need to find a solution to this issue.
- The teacher provided a solution to the math problem.
- There are many solutions to environmental challenges.
Method
Definition: A way of doing something.
- This method helps us learn faster.
- We need to find a new method to solve this problem.
- Her method for studying is very effective.
Vocabulary Words Every Deep Learning Engineer Should Know | English B2 Level (Upper Intermediate)
28 Word
Testing
Definition: The process of examining something to ensure it works correctly.
- They are testing the new software for bugs.
- The teacher is testing students on their knowledge.
- Understanding testing can improve quality assurance.
Neural Network
Definition: A computer system modeled on the human brain's network of neurons; used for machine learning.
- A neural network can recognize patterns in data.
- He learned how to build a neural network for his project.
- Neural networks are widely used in artificial intelligence.
Activation
Definition: The process of making something active or operational.
- The activation of the software took just a few minutes.
- After activation, the device will start functioning.
- The activation of the alarm system was successful.
Loss Function
Definition: A mathematical function that quantifies the difference between predicted and actual outcomes in machine learning.
- The model uses a loss function to improve accuracy.
- Understanding loss function is key to training algorithms.
- She adjusted the loss function for better performance.
Backpropagation
Definition: a method used in artificial intelligence to improve learning
- Backpropagation helps neural networks learn from mistakes.
- They studied backpropagation to enhance their algorithms.
- The process of backpropagation is crucial for deep learning.
Regularization
Definition: A process to prevent overfitting in statistical models.
- Regularization helps improve the accuracy of predictions.
- They applied regularization techniques to their model.
- Using regularization is common in machine learning.
Hyperparameter
Definition: A parameter whose value is set before the learning process in machine learning.
- Choosing the right hyperparameter is crucial for model performance.
- They adjusted the hyperparameter to improve accuracy.
- Hyperparameters can affect how well a model learns.
Inference
Definition: A conclusion reached based on evidence and reasoning rather than explicit statements.
- He made an inference about the character's feelings from the text.
- Inferences help us understand what is not directly stated.
- Understanding inference improves critical thinking skills.
Convolution
Definition: a twist or turn; a complicated form
- The convolution of the road made it hard to drive.
- She studied the convolution of functions in math class.
- Understanding convolution is key in advanced mathematics.
Pooling
Definition: The act of combining resources or data from different sources.
- Pooling resources can help achieve common goals.
- They discussed pooling their efforts for the project.
- Pooling information can lead to better decision-making.
Library
Definition: A place where books are kept for reading and borrowing.
- I go to the library to study.
- The library has many interesting books.
- She borrowed a book from the library.
Scalability
Definition: The ability of a system to handle growth or increased demand.
- The software has great scalability for future users.
- Scalability is important for business growth.
- They are looking for solutions to improve scalability.
Precision
Definition: the quality of being exact and accurate
- The engineer worked with precision on the project.
- She measured the ingredients with precision.
- Precision is important in scientific experiments.
Recall
Definition: To remember or bring back to mind; to officially order back.
- I can't seem to recall where I put my book.
- The teacher asked us to recall the main events of the story.
- She has a good recall of facts from her studies.
Confusion Matrix
Definition: a table used to evaluate the performance of a model
- The confusion matrix helped them analyze the results.
- She learned to create a confusion matrix for her project.
- The confusion matrix showed where they made errors.
Dropout
Definition: a person who leaves school or a program before completing it
- He is a dropout, but he started his own business.
- Many dropouts find alternative paths to success.
- She supports programs that help dropouts continue their education.
Transfer Learning
Definition: a machine learning technique where knowledge gained from one task is applied to another
- Transfer learning can improve model performance with less data.
- He used transfer learning to enhance his AI project.
- In transfer learning, models can adapt faster to new tasks.
Reinforcement Learning
Definition: A type of machine learning focused on rewards.
- Reinforcement learning helps machines learn from actions.
- He studied reinforcement learning to understand AI better.
- Games often use reinforcement learning to improve strategies.
Unsupervised Learning
Definition: A type of machine learning where the model learns from unlabeled data.
- Unsusupervised learning helps identify patterns.
- The algorithm used unsupervised learning techniques.
- Understanding unsupervised learning is important for AI.
Supervised Learning
Definition: a machine learning approach using labeled data
- Supervised learning helps improve accuracy in predictions.
- She studied supervised learning for her AI project.
- Understanding supervised learning is crucial for data science.
Generative Model
Definition: A statistical model that can generate new data points.
- The generative model predicts future trends.
- He used a generative model to create simulations.
- Understanding generative models is important in AI.
Discriminator
Definition: A tool or mechanism that distinguishes between different inputs or classes.
- The discriminator helps separate valid from invalid data.
- He worked on improving the discriminator in the system.
- Understanding the role of a discriminator is vital in AI.
Adversarial
Definition: Involving opposition or conflict.
- The adversarial nature of the debate made it intense.
- Adversarial relationships can create tension in teams.
- He preferred collaborative rather than adversarial approaches.
Augmentation
Definition: The process of making something larger or more effective.
- The augmentation of the program improved its success.
- She received augmentation to enhance her skills.
- The company announced an augmentation of its services.
Embeddings
Definition: Representations of words or phrases in a specific vector space in machine learning.
- The embeddings helped the model understand language better.
- Different embeddings can improve text analysis.
- They studied embeddings to enhance their AI program.
Computation
Definition: The process of performing mathematical calculations.
- The computation of the results took several hours.
- He learned about computation in his math class.
- The computer can perform complex computation quickly.
Visualization
Definition: The act of creating images or diagrams in the mind or on paper to understand information better.
- Visualization helps in understanding complex concepts.
- She used visualization techniques to prepare for her presentation.
- The teacher encouraged students to use visualization for math problems.
Deployment
Definition: The act of putting something into use or action, often in a military or project context.
- The deployment of troops was announced by the government.
- He coordinated the deployment of resources for the event.
- Understanding deployment processes is important for planning.
Vocabulary Words Every Deep Learning Engineer Should Know | English C1 Level (Advanced)
5 Word
Convergence
Definition: The process of coming together or merging.
- The convergence of technology and education is changing learning.
- They studied the convergence of different cultures.
- Understanding convergence helps in analyzing trends.
Reinforcement
Definition: Support or encouragement to strengthen a behavior or idea.
- Positive reinforcement helps students learn.
- She uses reinforcement to motivate her team.
- Reinforcement can improve behavior.
Weights
Definition: Heavy objects used for exercise, often to build strength.
- He lifts weights at the gym every day.
- She bought weights to use at home.
- Using weights helps build muscle.
Unsupervised
Definition: Not monitored or overseen; lacking supervision.
- The children played in the park unsupervised.
- He completed the project unsupervised.
- Understanding unsupervised situations can raise concerns.
Supervised
Definition: managed or directed by someone in authority
- The students were supervised during the field trip.
- He felt safe because the activity was supervised.
- Supervised activities help ensure safety.
Vocabulary Words Every Deep Learning Engineer Should Know | English C2 Level (Proficiency / Mastery)
39 Word
Dimensionality
Definition: the number of dimensions in a space or object
- The dimensionality of the problem made it complex.
- She learned about dimensionality in geometry class.
- Understanding dimensionality helps in visualizing objects.
Initialization
Definition: the process of setting something to its initial state
- Initialization of the system took several minutes.
- He checked the initialization of the program.
- The initialization process is crucial for setup.
Stochastic
Definition: Involving randomness or probability; not deterministic.
- The stochastic model predicts outcomes based on random variables.
- They used a stochastic approach for forecasting.
- Stochastic processes are common in nature.
Transfer
Definition: To move something from one place to another; the act of changing ownership.
- I need to transfer my files to a new computer.
- The transfer of data was completed successfully.
- She will transfer to a different school next year.
Robustness
Definition: The quality of being strong and able to withstand stress.
- The robustness of the design ensures safety.
- They tested the robustness of the system.
- Her argument lacked robustness in some areas.
Generalization
Definition: A broad statement or conclusion drawn from specific instances.
- Making a generalization can sometimes lead to misunderstanding.
- She made a generalization about students based on her observations.
- Understanding generalization helps in critical thinking.
Ensemble
Definition: A group of items or people working together; often refers to a musical group.
- The ensemble played beautifully at the concert.
- She wore an elegant ensemble for the event.
- The theater group is known for its talented ensemble.
Bias
Definition: A preference or inclination, often unfair; prejudice.
- The article showed a bias against the topic.
- We must recognize our own biases.
- His bias affected the way he viewed the situation.
Variance
Definition: The difference between what is expected and what actually occurs.
- The variance in test scores surprised the teacher.
- Understanding variance can help improve future performance.
- The financial report showed a variance in expenses.
Preprocessing
Definition: The steps taken to prepare data for analysis or processing.
- Preprocessing the data helps improve the accuracy of results.
- She learned about preprocessing techniques in her statistics class.
- The team focused on preprocessing the information before the analysis.
Convolutional
Definition: relating to a process of twisting or turning, often used in neural networks
- Convolutional layers are used in image processing.
- The convolutional approach improved the model's accuracy.
- She learned about convolutional methods in her course.
Recurrent
Definition: Occurring repeatedly or periodically.
- The recurrent themes in her stories are love and loss.
- They faced recurrent problems with the machine.
- In math, recurrent sequences appear often.
Attention
Definition: The act of focusing on something; notice or consideration.
- Paying attention in class helps with learning.
- He struggled to maintain attention during the lecture.
- Understanding attention is key to effective studying.
Embedding
Definition: The act of placing something firmly within something else.
- Embedding images in documents can enhance understanding.
- He learned about embedding audio clips in his project.
- The procedure for embedding is easy to follow.
Learning Rate
Definition: The speed at which a person learns new information.
- A high learning rate can lead to faster progress.
- He adjusted his study techniques to improve his learning rate.
- Understanding your learning rate can help you study more effectively.
Activation Function
Definition: A function that determines whether a neuron should be activated in a neural network.
- The activation function helps the model learn better.
- Different activation functions can lead to different results.
- She explained how the activation function impacts neural networks.
Autoencoder
Definition: A type of artificial neural network used for data compression.
- The autoencoder helps reduce data size.
- She studied how autoencoders work in machine learning.
- Autoencoders are used in image processing.
Generative
Definition: Related to the ability to produce or create.
- Generative art is created by algorithms.
- The generative process allows for unique outcomes.
- She studied generative design for architecture.
Clustering
Definition: The process of grouping items or data points based on similarities.
- Clustering can reveal important trends in data.
- She studied clustering in her computer science class.
- The clustering of flowers created a beautiful garden.
Tokenization
Definition: the process of converting rights to an asset into a digital token
- Tokenization can simplify transactions and ownership.
- He learned about tokenization in his finance class.
- The company focuses on tokenization of real estate assets.
Semantics
Definition: The study of meaning in language; the relationship between words and what they represent.
- Semantics helps us understand how language works.
- She studied semantics in her linguistics class.
- The semantics of a word can change over time.
Token
Definition: An object that represents something or serves as a symbol.
- He received a token of appreciation for his hard work.
- The game included a token that players could collect.
- A token can be a small gift or a special item.
Context
Definition: the circumstances or background surrounding an event or idea
- Understanding context helps clarify meaning.
- She considered the context of the story in her analysis.
- He provided context for his argument during the debate.
Representation
Definition: The action of speaking or acting on behalf of someone; a portrayal of something.
- The representation of diverse characters is important in media.
- He was chosen for representation at the conference.
- Her artwork is a representation of her culture.
Multimodal
Definition: Involving multiple modes or methods, often used in transportation or learning.
- The project uses a multimodal approach to reach students.
- Multimodal transportation includes buses, trains, and bikes.
- They studied multimodal learning techniques in class.
Interpretability
Definition: the ease with which something can be understood
- The interpretability of the results was crucial for the study.
- They focused on improving the interpretability of the data.
- High interpretability helps in making informed decisions.
Explainability
Definition: The quality of being understandable or clear; the capacity to explain.
- The explainability of the software is crucial for users.
- They focused on explainability in their AI project.
- Understanding explainability enhances user trust.
Latency
Definition: The delay before a transfer of data begins following an instruction.
- The latency in the network caused slow loading times.
- He learned about latency in his computer class.
- Reducing latency can improve performance.
Throughput
Definition: The amount of material or items passing through a system or process.
- The factory's throughput increased after upgrades.
- They measured the throughput of the network.
- Understanding throughput is important in logistics.
Benchmarking
Definition: The process of comparing performance metrics to industry standards.
- Benchmarking helps identify areas for improvement.
- She conducted benchmarking to assess the company's efficiency.
- Understanding benchmarking is essential for business growth.
Synthesis
Definition: The combination of different ideas or elements to form a new whole.
- Synthesis of information is important in writing essays.
- The synthesis of various sources improved her research.
- He focused on the synthesis of art and science in his project.
Anomaly
Definition: A deviation from the common rule or form.
- The weather pattern showed an anomaly this season.
- Finding an anomaly in the results raised questions.
- The anomaly was later explained through further research.
Detection
Definition: The act of discovering or identifying something.
- The detection of smoke triggered the fire alarm.
- She used a computer program for virus detection.
- Early detection of problems can save lives.
Policy
Definition: A plan or course of action adopted by an organization.
- The school has a policy on bullying.
- Their policy helps protect the environment.
- She explained the new policy to the staff.
Reward
Definition: Something given in recognition of service, effort, or achievement.
- She received a reward for her hard work.
- The teacher offered a reward for good behavior.
- Understanding rewards can motivate positive actions.
Exploration
Definition: The action of traveling through an unfamiliar area to learn about it.
- Exploration of the ocean reveals many wonders.
- Space exploration has led to many discoveries.
- They planned an exploration of the nearby forest.
Exploitation
Definition: The act of using someone or something unfairly for personal gain.
- The exploitation of workers is a serious issue.
- They discussed the exploitation of natural resources.
- Understanding exploitation promotes social awareness.
Simulation
Definition: A model or representation used to mimic real-world processes.
- The class used a simulation to learn about weather patterns.
- He enjoyed the flight simulation game.
- The simulation helped students understand the concept better.
The word usage examples above have been gathered from various sources to reflect current and historical usage of the word . They do not represent the opinions of TranslateEN.com.
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