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Deep Learning

Deep Learning is a specialized form of Machine Learning and a crucial part of artificial intelligence. It uses artificial neural networks with multiple layers, hence

Large Language Model (LLM)

A Large Language Model, or LLM, is a special kind of artificial neural network created to grasp and create natural language. With the help of

Label

A label refers to the “answer” part of the examples used in supervised machine learning. It also denotes the portion of the training data that

L2-regularization

This regularization penalizes weights proportionally to their squares. L2 regularization brings high-positive and low-negative outlier weights closer to 0 but not quite to 0. Features

L1 regularization

A regularization that penalizes weights by their sum of absolute values. L1 regularization reduces irrelevant feature weights to 0. Zero-weighted features are eliminated from the

L1 Loss

A loss function that determines the exact difference between label values and model predictions. L1 loss is less outlier-sensitive than L2. Applications of L1 Loss

L0 regularization

A regularization that penalizes a model’s total nonzero weights. A model with L1 nonzero weights is penalized more than one with L0. L0 regularization is

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