John Snow Labs

MAY 24, 2023

Therefore, the data needs to be properly labeled/categorized for a particular use case. In this article, we will discuss the top Text Annotation tools for Natural Language Processing along with their characteristic features. The model must be taught to identify specific entities to make accurate predictions.

Natural Language Processing 52

Natural Language Processing NLP Machine Learning Auto-classification 52

Unite.AI

JUNE 11, 2024

Second, the White-Box Preset implements simple interpretable algorithms such as Logistic Regression instead of WoE or Weight of Evidence encoding and discretized features to solve binary classification tasks on tabular data. In the situation where there is a single task with a small dataset, the user can manually specify each feature type.

Auto-classification 263

Auto-classification Machine Learning Data Scientist Metadata 263

Becoming Human

MARCH 16, 2023

A typical application of GNN is node classification. GNNs are a hybrid of an information diffusion mechanism and neural networks that are used to process data, representing a set of transition functions and a set of output functions. Graph Classification: The goal here is to categorize the entire graph into various categories.

Neural Network 87

Neural Network Auto-classification Convolutional Neural Networks Auto-complete 87

AWS Machine Learning Blog

DECEMBER 5, 2023

The custom metadata helps organizations and enterprises categorize information in their preferred way. The insurance provider receives payout claims from the beneficiary’s attorney for different insurance types, such as home, auto, and life insurance. Custom classification is a two-step process.

Metadata 115

Metadata Auto-classification Auto-complete Content Enrichment 115

Snorkel AI

JANUARY 11, 2023

To help brands maximize their reach, they need to constantly and accurately categorize billions of YouTube videos. Using Snorkel Flow, Pixability leveraged foundation models to build small, deployable classification models capable of categorizing videos across more than 600 different classes with 90% accuracy in just a few weeks.

NLP 52

NLP Auto-classification Categorization Natural Language Processing 52

Towards AI

FEBRUARY 13, 2023

Hugging Face is a platform that provides pre-trained language models for NLP tasks such as text classification, sentiment analysis, and more. The NLP tasks we’ll cover are text classification, named entity recognition, question answering, and text generation. The pipeline we’re going to talk about now is zero-hit classification.

Auto-classification 83

Auto-classification NLP Auto-complete Computer Vision 83

AWS Machine Learning Blog

OCTOBER 6, 2023

For instance, in ecommerce, image-to-text can automate product categorization based on images, enhancing search efficiency and accuracy. More recently, there has been increasing attention in the development of multimodality models, which are capable of processing and generating content across different modalities.

Generative AI 113

Generative AI Prompt Engineering Prompt Engineer Computer Vision 113