Towards AI

APRIL 14, 2023

Correctly predicting the tags of the questions is a very challenging problem as it involves the prediction of a large number of labels among several hundred thousand possible labels. Therefore, efficient space-reduction techniques are necessary. The prediction is then done using a k-nearest neighbor method within the embedding space.

Algorithm 98

Algorithm Explainability AI AI 98

AWS Machine Learning Blog

MAY 5, 2023

Although articles of clothing are labeled with categories (and subcategories) and contain a variety of helpful tags that are extracted from the original product descriptions, the data is not systematically labeled with pattern or style information. It’s an established and well-cited dataset, but it isn’t directly suited for your use case.

Metadata 78

Metadata Computer Vision Machine Learning Data Scientist 78

Towards AI

APRIL 29, 2024

We’ll understand the basics of convolutional neural networks with different image processing strategies for feature generation with dimensionality reduction techniques for improving computational complexity. The structure of the image is mainly composed of a dimensional array of picture elements called pixels.

Convolutional Neural Networks 104

Convolutional Neural Networks Neural Network Computer Vision Algorithm 104

IBM Journey to AI blog

JUNE 15, 2023

In addition to an asset’s location, RFID tags can transmit the temperature and humidity of the environment where its being kept. In addition to an asset’s location, RFID tags can transmit the temperature and humidity of the environment where its being kept.

Artificial Intelligence 169

Artificial Intelligence Artificial Intelligence Machine Learning AI 169

Sebastian Ruder

JUNE 6, 2022

Seeing the emergence of such multilingual multimodal approaches is particularly encouraging as it is an improvement over the previous year’s ACL where multimodal approaches mainly dealt with English (based on an analysis of “multi-dimensional” NLP research we did for an ACL 2022 Findings paper ).

NLP 52

NLP Natural Language Processing Computational Linguistics Neural Network 52

Artificial Corner

JUNE 16, 2023

Machine Learning System Design Series Learn how a photo tagging system, like the one used by Facebook, works in detail. Facebook tag suggestion system — Source: [link] No matter how old you are, I bet you have crossed Facebook or Instagram once. The core of our solution is a system that suggests photo tags based on who’s in them.

Algorithm 52

Algorithm Machine Learning ML Explainability 52

Mlearning.ai

MAY 23, 2023

When the complexity of a model is increased, a reduction in the error is seen. Kernel functions are generalized dot product functions used for the computing dot product of vectors xx and yy in high dimensional feature space. Is it good to do dimensionality reduction before fitting a Support Vector Model?

Data Science 52

Data Science Neural Network Deep Learning Machine Learning 52