AI and Machine Learning English Terminology
AI and machine learning are no longer technologies confined to a specific sector.
They are now widely applied across various services such as recommendation systems, chatbots, image classification, and natural language processing. As a result, having a fundamental understanding and the ability to collaborate in this field has become a necessity for almost all developers.
In the process of developing or operating AI systems, specialized concepts like model design, data preprocessing, performance evaluation, and hyperparameter tuning frequently arise. It is crucial to accurately understand and use related English expressions when sharing these concepts with team members or external partners.
In this lesson, we will compile English expressions that are frequently used in AI and machine learning projects.
Which verb best describes the process of teaching an AI system using labeled data?
cluster
train
deploy
split
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English Expressions for AI Developers
train a model
In AI/ML, 'train' refers to the process of having the model learn from data.
preprocess the data
Preprocess refers to the steps of cleaning and preparing data before model training.
evaluate accuracy
Evaluate means to assess, and accuracy refers to the measurement of correctness. It is a common performance metric.
tune hyperparameters
Hyperparameters are settings defined before the learning process, and to 'tune' means to adjust for better performance.
prevent overfitting
Overfitting is a phenomenon where the model is too closely tailored to the training data.
deploy a model
Deploy refers to the process of applying the model in a real-world service environment.
infer from input data
Infer is a verb meaning 'to deduce' from the given data, and it is used in prediction tasks.
split data into training and test sets
To split means to divide data, and training/test set are fundamental terms in machine learning.
cluster unlabeled data
To cluster is a verb referring to grouping similar data together.
visualize model performance
Visualize means to represent data using charts, common in analysis stages.