Jake Minns

AI

Where to Start When Data is Limited

A launch pad for projects with small datasets Jake Minns · Follow Published in Towards Data Science · 17 min read · 9 hours ago — Photo by Google DeepMind: https://www.pexels.com/photo/an-artist-s-illustration-of-artificial-intelligence-ai-this-image-depicts-how-ai-can-help-humans-to-understand-the-complexity-of-biology-it-was-created-by-artist-khyati-trehan-as-part-17484975/ Machine Learning (ML) has driven remarkable breakthroughs in computer vision, natural language processing, and speech recognition, largely due to the abundance of data in these fields. However, many challenges — especially those tied to specific product features or scientific research — suffer from limited

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AI

Product-Oriented ML: A Guide for Data Scientists

How to build ML products users love. Jake Minns · Follow Published in Towards Data Science · 23 min read · Oct 14, 2024 — Photo by Pavel Danilyuk: https://www.pexels.com/photo/a-robot-holding-a-flower-8438979/ Data science offers rich opportunities to explore new concepts and demonstrate their viability, all towards building the ‘intelligence’ behind features and products. However, most machine learning (ML) projects fail! And this isn’t just because of the inherently experimental nature of the work. Projects may lack

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