{"product_id":"machine-learning-for-physics-and-astronomy-by-viviana-acquaviva-9780691206417","title":"Machine Learning for Physics and Astronomy","description":"\u003cdiv class=\"book-description\"\u003e\n\u003cp\u003e\u003cb\u003eA hands-on introduction to machine learning and its applications to the physical sciences.\u003c\/b\u003e\u003c\/p\u003e\n\n\u003cp\u003eAs the size and complexity of data continue to grow exponentially across the physical sciences, machine learning is helping scientists to sift through and analyse this information while driving breathtaking advances in quantum physics, astronomy, cosmology, and beyond.\u003c\/p\u003e\n\n\u003cp\u003eThis incisive textbook covers the basics of building, diagnosing, optimising, 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, \u003ci\u003eMachine Learning for Physics and Astronomy\u003c\/i\u003e 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.\u003c\/p\u003e\n\n\u003cp\u003eKey features include:\u003c\/p\u003e\n\n\u003cul\u003e\n    \u003cli\u003eIntroduces readers to best practices in data-driven problem-solving, from preliminary data exploration and cleaning to selecting the best method for a given task.\u003c\/li\u003e\n    \u003cli\u003eEach chapter is accompanied by Jupyter Notebook worksheets in Python that enable students to explore key concepts.\u003c\/li\u003e\n    \u003cli\u003eIncludes a wealth of review questions and quizzes.\u003c\/li\u003e\n    \u003cli\u003eIdeal for advanced undergraduate and early graduate students in STEM disciplines such as physics, computer science, engineering, and applied mathematics.\u003c\/li\u003e\n    \u003cli\u003eAccessible to self-learners with a basic knowledge of linear algebra and calculus.\u003c\/li\u003e\n    \u003cli\u003eSlides and assessment questions are available only to instructors.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"NewSouth Books","offers":[{"title":"Default Title","offer_id":46816906674412,"sku":"9780691206417","price":144.0,"currency_code":"NZD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0705\/7784\/8556\/files\/2051313482434.jpg?v=1757864787","url":"https:\/\/bookhero.co.nz\/products\/machine-learning-for-physics-and-astronomy-by-viviana-acquaviva-9780691206417","provider":"Book Hero","version":"1.0","type":"link"}