Download PDF Machine Learning for Physics and Astronomy by Viviana Acquaviva
Machine Learning for Physics and Astronomy by Viviana Acquaviva
- Machine Learning for Physics and Astronomy
- Viviana Acquaviva
- Page: 280
- Format: pdf, ePub, mobi, fb2
- ISBN: 9780691206417
- Publisher: Princeton University Press
Machine Learning for Physics and Astronomy
Textbooks download for free Machine Learning for Physics and Astronomy by Viviana Acquaviva 9780691206417 (English Edition)
Overview
A hands-on introduction to machine learning and its applications to the physical sciences As the size and complexity of data continue to grow exponentially across the physical sciences, machine learning is helping scientists to sift through and analyze this information while driving breathtaking advances in quantum physics, astronomy, cosmology, and beyond. This incisive textbook covers the basics of building, diagnosing, optimizing, and deploying machine learning methods to solve research problems in physics and astronomy, with an emphasis on critical thinking and the scientific method. Using a hands-on approach to learning, Machine Learning for Physics and Astronomy draws on real-world, publicly available data as well as examples taken directly from the frontiers of research, from identifying galaxy morphology from images to identifying the signature of standard model particles in simulations at the Large Hadron Collider. Introduces readers to best practices in data-driven problem-solving, from preliminary data exploration and cleaning to selecting the best method for a given task Each chapter is accompanied by Jupyter Notebook worksheets in Python that enable students to explore key concepts Includes a wealth of review questions and quizzes Ideal for advanced undergraduate and early graduate students in STEM disciplines such as physics, computer science, engineering, and applied mathematics Accessible to self-learners with a basic knowledge of linear algebra and calculus Slides and assessment questions (available only to instructors)
More eBooks: TIRANT LO BLANC leer epub JOANOT MARTORELL download pdf, PDF [Download] The Apothecary Diaries 11 (Manga) by Natsu Hyuuga, Nekokurage, Itsuki Nanao, TOUCO SHINO download pdf, {pdf download} I Know Sad: A book about feeling sad, lonely, and disappointed by Lindsay N. Giroux, Alicia Teba Godoy download pdf, Read [Pdf]> Kim Jiyoung, Born 1982 by Cho Nam-Joo, Jamie Chang download link, Descargar ebook COMPLICACIONES EBOOK | Descarga Libros Gratis (PDF - EPUB) read book, DOWNLOADS 200% TOEFL iTP link, Download Pdf Guide de conversation alsacien pour les nuls link, Download PDF Disney Wish: A Recipe for Adventure by Wendy Wan-Long Shang download pdf,