Machine Learning Articles

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Perez Ogayo Perez Ogayo
Updated on March 04, 2025

How to Fix a CUDA Error: Device-Side Assert Triggered in PyTorch

A CUDA Error: Device-Side Assert Triggered can either be caused by an inconsistency between the number of labels and output units in a model or an incorrect input for a loss function. Follow this guide to fix it. 

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Edmond Yip Edmond Yip
Updated on March 04, 2025

What Is VAE in Stable Diffusion?

A variational autoencoder (VAE) is a generative AI model that is used to improve the quality of images generated by tools like Stable Diffusion. Here are some applications of VAEs, how to use a VAE in Stable Diffusion and the pros and cons of VAEs.

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Mike Thomas Mike Thomas
Updated on March 04, 2025

28 Machine Learning in Marketing Examples

These companies are fine-tuning their marketing efforts with machine learning.

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Jye Sawtell-Rickson Jye Sawtell-Rickson
Updated on March 03, 2025

What Is Computer Vision?

Computer vision is a field of artificial intelligence that trains computers to see, interpret and understand the world around them through machine learning techniques. Here’s how it works, why it matters, how it’s used and some challenges to keep in mind.

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Jenny Lyons-Cunha Jenny Lyons-Cunha
Updated on February 27, 2025

What Is Federated Learning?

Federated learning is a technique for training an AI model across a network of devices without having to share data with a central server. Here’s a closer look at how it works, its types, applications, challenges and benefits.

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Shesh Narayan Gupta Shesh Narayan Gupta
Updated on February 26, 2025

Understanding the RMSprop Optimizer: A Guide

Root mean square propagation (RMSProp) is an adaptive learning rate optimization algorithm designed to improve training and convergence speed in deep learning models.

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Giorgos Myrianthous Giorgos Myrianthous
Updated on February 26, 2025

LightGBM: A Guide

Light gradient-boosting machine (LightGBM) is an open-source machine learning framework that specializes in handling large data sets and high-dimensional data. Learn more. 

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Giorgos Myrianthous Giorgos Myrianthous
Updated on February 26, 2025

What Is Hyperparameter Tuning?

Understanding hyperparameter tuning is crucial to getting the results you want from your machine learning model.

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Yukai Tu Yukai Tu
Updated on February 21, 2025

3 Things We Need To Fix Before AI Agents Go Mainstream

AI agents are poised to be the next big thing in tech. First, though, we need to make sure the ecosystem is ready for them.

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Ellen Glover Ellen Glover
Updated on February 19, 2025

What Is Model Distillation?

Distillation condenses large AI models into smaller, more efficient ones — cutting down costs and complexity while preserving all the advanced capabilities.

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