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Why Mathematics is Essential for Data Science and Machine Learning

insideBIGDATA

Gutierrez, insideAInews Editor-in-Chief & Resident Data Scientist, explores why mathematics is so integral to data science and machine learning, with a special focus on the areas most crucial for these disciplines, including the foundation needed to understand generative AI. In this feature article, Daniel D.

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What is Discretization in Machine Learning?

Analytics Vidhya

Discretization is a fundamental preprocessing technique in data analysis and machine learning, bridging the gap between continuous data and methods designed for discrete inputs. appeared first on Analytics Vidhya.

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Top 30 Machine Learning Projects for Beginners in 2025

Analytics Vidhya

As we approach 2025, machine learning is turning these visions into reality. From chatbots that hold human-like conversations to recommendation systems that know your next favorite movie, […] The post Top 30 Machine Learning Projects for Beginners in 2025 appeared first on Analytics Vidhya.

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TensorFlow Lite vs PyTorch Mobile for On-Device Machine Learning

Analytics Vidhya

In the recent world of technology development and machine learning its no longer confined in the micro cloud but in mobile devices. TensorFlow Lite and PyTorch mobile, both, are developed to […] The post TensorFlow Lite vs PyTorch Mobile for On-Device Machine Learning appeared first on Analytics Vidhya.

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Embedding BI: Architectural Considerations and Technical Requirements

While data platforms, artificial intelligence (AI), machine learning (ML), and programming platforms have evolved to leverage big data and streaming data, the front-end user experience has not kept up. Holding onto old BI technology while everything else moves forward is holding back organizations.

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What is Hinge Loss in Machine Learning?

Analytics Vidhya

This guide explores hinge loss fundamentals, its mathematical basis, and applications, catering to both beginners and advanced machine learning enthusiasts. […] The post What is Hinge Loss in Machine Learning? By promoting robust margins between classes, it enhances model generalization.

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The Data Disconnect: A Key Challenge for Machine Learning Deployment

insideBIGDATA

This article is excerpted from the book, "The AI Playbook: Mastering the Rare Art of Machine Learning Deployment," by Eric Siegel, Ph.D., with permission from the publisher, MIT Press.