unsupervised$88506$ - определение. Что такое unsupervised$88506$
Diclib.com
Словарь ChatGPT
Введите слово или словосочетание на любом языке 👆
Язык:     

Перевод и анализ слов искусственным интеллектом ChatGPT

На этой странице Вы можете получить подробный анализ слова или словосочетания, произведенный с помощью лучшей на сегодняшний день технологии искусственного интеллекта:

  • как употребляется слово
  • частота употребления
  • используется оно чаще в устной или письменной речи
  • варианты перевода слова
  • примеры употребления (несколько фраз с переводом)
  • этимология

Что (кто) такое unsupervised$88506$ - определение

MACHINE LEARNING TECHNIQUE
Unsupervised approach; Unsupervised classification; Unsupervised machine learning; Self-taught AI; Self-taught artificial intelligence; Algorithms for unsupervised learning
  • Restricted Boltzmann Machine.  This is a Boltzmann machine where lateral connections within a layer are prohibited to make analysis tractable.
  •  This network has multiple RBM's to encode a hierarchy of hidden features.  After a single RBM is trained, another blue hidden layer (see left RBM) is added, and the top 2 layers are trained as a red & blue RBM.  Thus the middle layers of an RBM acts as hidden or visible, depending on the training phase it's in.
  • Tendency for a task to employ supervised vs. unsupervised methods. Task names straddling circle boundaries is intentional. It shows that the classical division of imaginative tasks (left) employing unsupervised methods is blurred in today's learning schemes.

Unsupervised learning         
Unsupervised learning is a type of algorithm that learns patterns from untagged data. The hope is that through mimicry, which is an important mode of learning in people, the machine is forced to build a compact internal representation of its world and then generate imaginative content from it.
Stepwise regression         
METHOD OF STATISTICAL FACTOR ANALYSIS
Forward selection; Backward elimination; Unsupervised forward selection; Unsupervised Forward Selection; Stagewise regression; Step-wise regression; Stepwise Regression
In statistics, stepwise regression is a method of fitting regression models in which the choice of predictive variables is carried out by an automatic procedure.Efroymson,M.
Feature learning         
A SET OF TECHNIQUES THAT LEARN A FEATURE: A TRANSFORMATION OF RAW DATA INPUT TO A REPRESENTATION THAT CAN BE EFFECTIVELY EXPLOITED IN MACHINE LEARNING TASKS
Learning representation; Representation learning; Unsupervised feature learning; Supervised feature learning
In machine learning, feature learning or representation learning is a set of techniques that allows a system to automatically discover the representations needed for feature detection or classification from raw data. This replaces manual feature engineering and allows a machine to both learn the features and use them to perform a specific task.

Википедия

Unsupervised learning

Unsupervised learning is a type of algorithm that learns patterns from untagged data. The goal is that through mimicry, which is an important mode of learning in people, the machine is forced to build a concise representation of its world and then generate imaginative content from it.

In contrast to supervised learning where data is tagged by an expert, e.g. tagged as a "ball" or "fish", unsupervised methods exhibit self-organization that captures patterns as probability densities or a combination of neural feature preferences encoded in the machine's weights and activations. The other levels in the supervision spectrum are reinforcement learning where the machine is given only a numerical performance score as guidance, and semi-supervised learning where a small portion of the data is tagged.