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Foundations of Machine Learning in Chemistry: A Hands-On Guide by Darin Ulness, Pamela Mork, Julie Mach

Foundations of Machine Learning in Chemistry: A Hands-On Guide

by Darin Ulness , Pamela Mork , Julie Mach
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Book cover type: Paperback
  • ISBN13: 9781257598960
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Lulu.com
  • Publisher Imprint: Lulu.com
  • Publication Date:
  • Pages: 318
  • Original Price: GBP 34.24
  • Language: English
  • Edition: N/A
  • Item Weight: 994 grams
  • BISAC Subject(s): Chemistry / General

Chemistry is changing, and this book helps students change with it. This work brings core AI and machine learning concepts into the general chemistry classroom through clear explanations and hands-on labs. Designed for students new to coding and data science, it helps demystify the black box of modern AI while reinforcing essential chemistry skills. With custom-built applications and carefully structured experiments, this book gives the next generation of chemists the tools they need to explore and analyze an evolving scientific landscape. Students start by using machine learning to explore real chemical data. They analyze real datasets and build models from the ground up. As they work, they create a personal portfolio of Python code and ethical reflections. From data cleaning and model evaluation to neural networks and image recognition, this curriculum equips future scientists to engage with AI thoughtfully and skillfully in a world shaped by data.

Ulness, Darin: - The authors are professors of chemistry at Concordia College in Moorhead, Minnesota, with a combined 85 years of classroom experience. They share a passion for equipping the next generation of chemists with the tools and critical thinking skills to thrive in a world shaped by data and AI. The webpage associated with the book is: https: //www.darinulness.com/teaching/foundations-of-machine-learning-for-chemistry

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