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Discover valuable machine learning techniques you can understand and apply using just high-school math. In Grokking Machine Learning you will learn: Supervised algorithms for classifying and splitting data Methods for cleaning and simplifying data Machine learning packages and tools Neural networks and ensemble methods for complex datasets Grokking Machine Learning teaches you how to apply ML to your projects using only standard Python code and high school-level math. No specialist knowledge is required to tackle the hands-on exercises using Python and readily available machine learning tools. Packed with easy-to-follow Python-based exercises and mini-projects, this book sets you on the path...
Computational Photochemistry, Volume 16 provides an overview of general strategies currently used to investigate photochemical processes. Whilst contributing to establishing a branch of computational chemistry that deals with the properties and reactivity of photoexcited molecules, the book also provides insight into the conceptual and methodological research lines in computational photochemistry. Packed with examples of applications of modelling of basic photochemical reactions and the computer-aided development of novel materials in the field of photodegradation (paints), photoprotection (sunscreens), color regulation (photochromic devices) and fluorescent probes, this book is particularly useful to anyone interested in the effect of light on molecules and materials.* Provides an overview of computational photochemistry, dealing with principles and applications* Demonstrates techniques that can be used in the computer-aided design of novel photo responsive materials* Written by experts in computational photochemistry
One of America's most influential Hispanics -- 'Maria' on Sesame Street -- presents a powerful novel set in New York's El Barrio in 1969There are two secrets Evelyn Serrano is keeping from her Mami and Papo? her true feelings about growing up in her Spanish Harlem neighborhood, and her attitude about Abuela, her sassy grandmother who's come from Puerto Rico to live with them. Then, like an urgent ticking clock, events erupt that change everything. The Young Lords, a Puerto Rican activist group, dump garbage in the street and set it on fire, igniting a powerful protest. When Abuela steps in to take charge, Evelyn is thrust into the action. Tempers flare, loyalties are tested. Through it all, Evelyn learns important truths about her Latino heritage and the history makers who shaped a nation. Infused with actual news accounts from the time period, Sonia Manzano has crafted a gripping work of fiction based on her own life growing up during a fiery, unforgettable time in America, when young Latinos took control of their destinies.
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Summary Grokking Deep Learning teaches you to build deep learning neural networks from scratch! In his engaging style, seasoned deep learning expert Andrew Trask shows you the science under the hood, so you grok for yourself every detail of training neural networks. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology Deep learning, a branch of artificial intelligence, teaches computers to learn by using neural networks, technology inspired by the human brain. Online text translation, self-driving cars, personalized product recommendations, and virtual voice assistants are just a few of the exciting modern advanceme...
Research on metal-containing liquid crystals is a rapidly expanding, multidisciplinary field with new materials continually being synthesized and novel applications being developed. 'Metallomesogens' is the first comprehensive survey of the field, introducing the reader to: * materials design * synthesis * physical properties * emerging applications Carefully selected references round off this well-organized compendium. It is an indispensable guide to experienced researchers in coordination and organometallic chemistry as well as in liquid-crystal and materials science. Newcomers and graduate students will also benefit from this didactically sound introduction to the field.
Protein folding and aggregation is the process by which newly synthesized proteins fold into the specific three-dimensional structures defining their biologically active states. It has always been a major focus of research in biochemistry and has often been seen as the unsolved second part of the genetic code. In the last 10 years we have witnessed a quantum leap in the research in this exciting area. Computational methods have improved to the extent of making possible to simulate the complete folding process of small proteins and the early stages of protein aggregation. Experimental methods h.
Can you improve the speed and efficiency of your applications without investing in new hardware? Well, yest, you an: Innovations in algorithms and data structures have led to huge advances in application performance. Pick up this book to discover a collection of advanced algorithms that will make you a more effective developer. "Advanced algorithms and data structures" introduces a collection of algorithms for complex programming challenges in data analysis, machine learning, and graph computing. You'll discover cutting-edge approaches to a variety of tricky scenarios. You'll even learn to design your own data structures for projects that require a custom solution
This book analyses the war against drugs, violence in streets, schools and families, and mining conflicts in Latin America. It examines the nonviolent negotiations, human rights, peacebuilding and education, explores security in cyberspace and proposes to overcome xenophobia, white supremacy, sexism, and homophobia, where social inequality increases injustice and violence. During the past 40 years of the Latin American Council for Peace Research (CLAIP) regional conditions have worsened. Environmental justice was crucial in the recent peace process in Colombia, but also in other countries, where indigenous people are losing their livelihood and identity. Since the end of the cold war, capitalism aggravated the life conditions of poor people. The neoliberal dismantling of the State reduced their rights and wellbeing in favour of enterprises. Youth are not only the most exposed to violence, but represent also the future for a different management of human relations and nature.