AI Glossary & Dictionary for “V”
Find the Flux+Form AI glossary & dictionary to help you make sense of common AI terms. Below you can find a AI Glossary & Dictionary for “V”:
Validation Set
A validation set is subset of data used to tune model parameters during training. Like a practice test that helps gauge progress before the final exam.
Vanishing Gradient
Vanishing gradients are problems where gradients become too small for effective learning in deep networks. Picture a message passing through many people, becoming fainter each time until it’s barely detectable.
Variational Autoencoder
A variational autoencoder is neural network that learns to generate new data by modeling probability distributions. Similar to an artist who learns not just to copy, but to create new works in a particular style.
Variational Inference
Variational Inference is a method for approximating complex probability distributions. Imagine creating a simplified version of a complex pattern that captures its essential features.
Vector
In machine learning, a vector is an ordered list of numbers representing features or characteristics. Picture a digital DNA sequence that captures the key attributes of an item.
Vector Quantization
Vector Quantization is a technique that maps high-dimensional vectors to a smaller set of representative vectors. Like creating a color palette that approximates all possible colors with a manageable set of options.
Vector Space
Vector space is a mathematical structure where vectors can be added and scaled. Similar to a coordinate system where every point represents a different combination of features.
Vectorization
The process of converting data into vector format for efficient processing. Picture transforming a collection of text documents into numerical formats that computers can analyze quickly.
Visual Question Answering
A system that answers questions about images using both visual and language understanding. Like having an assistant who can both see and describe what they’re looking at.
Visualization
Techniques for creating visual representations of data or model behavior. Imagine converting complex patterns in data into clear, understandable graphics.
Voice Recognition
Technology that identifies individuals by their vocal characteristics. Similar to how humans can recognize friends by their voice over the phone.
Voxel
A voxel is a 3D pixel used in volumetric data processing. Picture building blocks in a three-dimensional digital space, like Minecraft blocks.
This concludes our AI Glossary & Dictionary for “V”
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