Validation set Related Words

examples: winter,  understanding,  cloud

Here are some words that are associated with validation set: dataset, artificial neural networks, hyperparameter, algorithm, data, overfitting, cross-validation, early stopping, machine learning, mathematical model, regularization, neural net, naive bayes classifier, supervised learning, classifier, gradient descent, stochastic gradient descent, array data structure, feature selection, estimation theory, overfit, accuracy, independence, sensitivity and specificity, statistical classification, model selection, probability distribution, confusion matrix. You can get the definitions of these validation set related words by clicking on them. Also check out describing words for validation set and find more words related to validation set using ReverseDictionary.org

Words Related to validation set

Below is a list of words related to validation set. You can click words for definitions. Sorry if there's a few unusual suggestions! The algorithm isn't perfect, but it does a pretty good job for common-ish words. Here's the list of words that are related to validation set:

dataset artificial neural networks hyperparameter algorithm data overfitting cross-validation early stopping machine learning mathematical model regularization neural net naive bayes classifier supervised learning classifier gradient descent stochastic gradient descent array data structure feature selection estimation theory overfit accuracy independence sensitivity and specificity statistical classification model selection probability distribution confusion matrix
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Words Related to validation set

As you've probably noticed, words related to "validation set" are listed above. According to the algorithm that drives this word similarity engine, the top 5 related words for "validation set" are: dataset, artificial neural networks, hyperparameter, algorithm, and data. There are 23 other words that are related to or similar to validation set listed above. Hopefully the generated list of validation set related words above suit your needs.

P.S. There are some problems that I'm aware of, but can't currently fix (because they are out of the scope of this project). The main one is that individual words can have many different senses (meanings), so when you search for a word like mean, the engine doesn't know which definition you're referring to ("bullies are mean" vs. "what do you mean?", etc.), so consider that your search query for words like validation set may be a bit ambiguous to the engine in that sense, and the related terms that are returned may reflect this. You might also be wondering: What type of word is validation set?

Also check out validation set words on relatedwords.io for another source of associations.

Related Words

Related Words runs on several different algorithms which compete to get their results higher in the list. One such algorithm uses word embedding to convert words into many dimensional vectors which represent their meanings. The vectors of the words in your query are compared to a huge database of of pre-computed vectors to find similar words. Another algorithm crawls through Concept Net to find words which have some meaningful relationship with your query. These algorithms, and several more, are what allows Related Words to give you... related words - rather than just direct synonyms.

As well as finding words related to other words, you can enter phrases and it should give you related words and phrases, so long as the phrase/sentence you entered isn't too long. You will probably get some weird results every now and then - that's just the nature of the engine in its current state.

Special thanks to the contributors of the open-source code that was used to bring you this list of validation set themed words: @Planeshifter, @HubSpot, Concept Net, WordNet, and @mongodb.

There is still lots of work to be done to get this to give consistently good results, but I think it's at the stage where it could be useful to people, which is why I released it.

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