Machine Learning Articles

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Anthony Corbo Anthony Corbo
Updated on June 17, 2025

What Is Supervised Learning?

Supervised learning is a type of machine learning approach that uses labeled data sets to train algorithms to classify data or predict outcomes.

Expert Contributors
Data Science
Supervised Learning
Image: Shutterstock / Built In
Shamael Zaheer Khan Shamael Zaheer Khan
Updated on June 12, 2025

Data Augmentation: A Guide

Data augmentation is a method of applying controlled transformations of a data set to artificially expand it and improve its quality. Here’s how it works.  

Expert Contributors
Computer Vision
Data Science
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Dan Schwarz Dan Schwarz
Updated on June 12, 2025

Deep Vs. Interactive Research: How Important Is Human Oversight in AI Research?

A thorough analysis of available deep research methods reveals that, for now, humans remain an essential part of any effective program.

Expert Contributors
Artificial Intelligence
Deep Learning
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Anthony Corbo Anthony Corbo
Updated on June 11, 2025

What Is Reinforcement Learning?

Reinforcement learning relies on an agent learning to determine accurate solutions from its own actions and the results produced in a contained environment.

Expert Contributors
Machine Learning
Artificial Intelligence
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Dan Schwarz Dan Schwarz
Updated on June 11, 2025

AI Hallucinations Are Getting Worse. What Can We Do About It?

The rate of hallucinations in LLMs is rising. Our expert offers advice on solving the problem.

Expert Contributors
Machine Learning
Editors' Picks
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Artem Oppermann Artem Oppermann
Updated on June 10, 2025

Artificial Intelligence vs. Machine Learning vs. Deep Learning: What’s the Difference?

Artificial intelligence (AI) enables machines to perform tasks like humans. Machine learning, a subset of AI, lets machines learn from data without explicit programming. Deep learning, a subset of ML, uses multilayered neural networks to process tasks.

Expert Contributors
Machine Learning
Machine Learning Algorithms
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Terence Shin Terence Shin
Updated on June 10, 2025

90 Data Science Interview Questions to Know

Data science interviews encompass a variety of challenging questions to test your knowledge in machine learning, probability, SQL and more. Hone your skills with these questions.

Expert Contributors
Job Interviews
Machine Learning Algorithms
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Matthew Urwin Matthew Urwin
Updated on June 06, 2025

Google’s Tensor Processing Unit: How TPUs Are Reshaping AI Chips

As companies invest in the infrastructure needed to run artificial intelligence, Google’s tensor processing unit (TPU) has become even more valuable. Here’s what to know about TPUs and how they’ll continue to reshape the AI chip landscape.

Hardware
Artificial Intelligence
Machine Learning
Image: Shutterstock
Vinay Goel Vinay Goel
Updated on June 06, 2025

Understanding the AI Agent Tool Deep Research

Deep Research is an agentic AI tool integrated into AI platforms like ChatGPT to conduct context-rich investigations across multiple sources, domains and timeframes. Here’s what you need to know.

Expert Contributors
Artificial Intelligence
Natural Language Processing
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Anthony Corbo Anthony Corbo
Updated on June 03, 2025

What Is a Decision Tree?

A decision tree is a supervised machine learning algorithm that recursively splits data into branches based on feature values to predict an outcome.

Expert Contributors
Machine Learning
Data Science
Image: Shutterstock / Built In

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