{"product_id":"a-handbook-of-mathematical-models-with-python-elevate-your-machine-learning-projects-with-networkx-pulp-and-linalg-paperback","title":"A Handbook of Mathematical Models with Python: Elevate your machine learning projects with NetworkX, PuLP, and linalg - Paperback","description":"\u003cp\u003eby \u003cb\u003eRanja Sarkar\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eMaster the art of mathematical modeling through practical examples, use cases, and machine learning techniques\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eKey Features: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eGain a profound understanding of various mathematical models that can be integrated with machine learning\u003c\/li\u003e\n\u003cli\u003eLearn how to implement optimization algorithms to tune machine learning models\u003c\/li\u003e\n\u003cli\u003eBuild optimal solutions for practical use cases\u003c\/li\u003e\n\u003cli\u003ePurchase of the print or Kindle book includes a free PDF eBook\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eBook Description: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eMathematical modeling is the art of transforming a business problem into a well-defined mathematical formulation. Its emphasis on interpretability is particularly crucial when deploying a model to support high-stake decisions in sensitive sectors like pharmaceuticals and healthcare.\u003c\/p\u003e\u003cp\u003eThrough this book, you'll gain a firm grasp of the foundational mathematics underpinning various machine learning algorithms. Equipped with this knowledge, you can modify algorithms to suit your business problem. Starting with the basic theory and concepts of mathematical modeling, you'll explore an array of mathematical tools that will empower you to extract insights and understand the data better, which in turn will aid in making optimal, data-driven decisions. The book allows you to explore mathematical optimization and its wide range of applications, and concludes by highlighting the synergetic value derived from blending mathematical models with machine learning.\u003c\/p\u003e\u003cp\u003eUltimately, you'll be able to apply everything you've learned to choose the most fitting methodologies for the business problems you encounter.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWhat You Will Learn: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eUnderstand core concepts of mathematical models and their relevance in solving problems\u003c\/li\u003e\n\u003cli\u003eExplore various approaches to modeling and learning using Python\u003c\/li\u003e\n\u003cli\u003eWork with tested mathematical tools to gather meaningful insights\u003c\/li\u003e\n\u003cli\u003eBlend mathematical modeling with machine learning to find optimal solutions to business problems\u003c\/li\u003e\n\u003cli\u003eOptimize ML models built with business data, apply them to understand their impact on the business, and address critical questions\u003c\/li\u003e\n\u003cli\u003eApply mathematical optimization for data-scarce problems where the objective and constraints are known\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWho this book is for: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eIf you are a budding data scientist seeking to augment your journey with mathematics, this book is for you. Researchers and R\u0026amp;D scientists will also be able to harness the concepts covered to their full potential. To make the best use of this book, a background in linear algebra, differential equations, basics of statistics, data types, data structures, and numerical algorithms will be useful.\u003c\/p\u003e\u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 144\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.31 x 9.25 x 7.5 IN\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e August 30, 2023\u003c\/div\u003e","brand":"Books by splitShops","offers":[{"title":"Default Title","offer_id":51750217285920,"sku":"9781804616703","price":74.86,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0974\/9764\/5344\/files\/d7eef9d60e1117dc3bdc0dcce16df1ab.webp?v=1779946122","url":"https:\/\/ebocreations.com\/products\/a-handbook-of-mathematical-models-with-python-elevate-your-machine-learning-projects-with-networkx-pulp-and-linalg-paperback","provider":"The E-Book Oasis LLC","version":"1.0","type":"link"}