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Delve into the realm of generative AI and large language models (LLMs) while exploring modern deep learning techniques, including LSTMs, GRUs, RNNs with new chapters included in this 50% new edition overhaulPurchase of the print or Kindle book includes a free eBook in PDF format.Key FeaturesFamiliarize yourself with advanced deep learning architecturesExplore newer topics, such as handling hidden bias in data and algorithm explainabilityGet to grips with different programming algorithms and choose the right data structures for their optimal implementationBook DescriptionThe ability to use algorithms to solve real-world problems is a must-have skill for any developer or programmer. This book will help you not only to develop the skills to select and use an algorithm to tackle problems in the real world but also to understand how it works.You'll start with an introduction to algorithms and discover various algorithm design techniques, before exploring how to implement different types of algorithms, with the help of practical examples. As you advance, you'll learn about linear programming, page ranking, and graphs, and will then work with machine learning algorithms to understand the math and logic behind them.Case studies will show you how to apply these algorithms optimally before you focus on deep learning algorithms and learn about different types of deep learning models along with their practical use.You will also learn about modern sequential models and their variants, algorithms, methodologies, and architectures that are used to implement Large Language Models (LLMs) such as ChatGPT.Finally, you'll become well versed in techniques that enable parallel processing, giving you the ability to use these algorithms for compute-intensive tasks.By the end of this programming book, you'll have become adept at solving real-world computational problems by using a wide range of algorithms.What you will learnDesign algorithms for solving complex problemsBecome familiar with neural networks and deep learning techniquesExplore existing data structures and algorithms found in Python librariesImplement graph algorithms for fraud detection using network analysisDelve into state-of-the-art algorithms for proficient Natural Language Processing illustrated with real-world examplesCreate a recommendation engine that suggests relevant movies to subscribersGrasp the concepts of sequential machine learning models and their foundational role in the development of cutting-edge LLMsWho this book is forThis computer science book is for programmers or developers who want to understand the use of algorithms for problem-solving and writing efficient code.Whether you are a beginner looking to learn the most used algorithms concisely or an experienced programmer looking to explore cutting-edge algorithms in data science, machine learning, and cryptography, you'll find this book useful.Python programming experience is a must, knowledge of data science will be helpful but not necessary.Table of ContentsCore AlgorithmsData StructuresSorting and Searching AlgorithmsDesigning AlgorithmsGraph AlgorithmsUnsupervised Machine Learning AlgorithmsSupervised Learning AlgorithmsNeural Network AlgorithmsNatural Language ProcessingSequential ModelsAdvanced Machine Learning ModelsRecommendation EnginesAlgorithmic Strategies for Data Handling Large-Scale AlgorithmsEvaluating Algorithmic SolutionsPractical Considerations

This book provides a methodical compilation of deriving composites from the hidden treasure of the aquatic world.Continuous and rapid progress in the composite industries have increased the demand for resilient, economically viable, and sustainable composite materials having enhanced mechanical , thermal and electrical properties which better suits there respective applications.If the materials/organisms used for the production or conversion of composites are renewable, degradable and easily and abundantly available then it gives great opportunity to the researchers to work on different options or processes to make them a viable technology. This work describes the organisms and materials present in the aquatic environment for the production of composite materials. Elaborating the versatile green expedients and their potential applications in the field of composites.  Since, growing ecological and environmental consciousness has driven efforts for development of new innovative materials for various end-use applications.Therefore the LCA an circular bio-economy will be discussed to be efficient and sustainable. This book is ideal for the students, academicians, researchers and industry players. It also cover the present scenario, applications and future perspectives of composites derived from aquatic organisms. This compiled book features chapters that discuss the conversion of different materials  and organisms present in aquatic environment to composite materials like micro-algae, seaweeds, chitosan, collagen, agar cyanobacteria etc.in a viable manner.

Algorithms play an important role in both the science and practice of computing. To optimally use algorithms, a deeper understanding of their logic and mathematics is essential. Beyond traditional computing, the ability to apply these algorithms to solve real-world problems is a necessary skill, and this is what this book focuses on.

Both deliciously funny and deeply insightful, THE PERFECT GENTLEMAN is a beguiling multi-layered memoir that has touched the hearts of readers all over the world and has received a truly astonishing list of endorsements from all quarters across the political, religious, ethnic and cultural spectrums. (Some say spectra, but spectrums is also valid.)At the age of one (and-a-half, nearly), Imran Ahmad moved from Pakistan to London, growing up torn between his Islamic identity and his desire to embrace the West.Join Imran on his struggle against corruption and injustice, his eternal quest to be the quintessential English gentleman (The Saint), his yearning for the coolest car (Jaguar XJ-S), his desire for the perfect girlfriend (preferably brunette, but any kind considered). Can he maintain a James Bond persona without the vodka, cigarettes and women - even whilst his parents are trying to arrange his marriage? Will he really burn in Hell for all eternity if he follows the wrong religion? If you pray to God to help you pass an exam, do you still have to study for it? What are the correct protocols to follow on your wedding night?Imran's unimagined journey makes thoughtful, compelling, and downright delightful reading. With a unique style and unflinching honesty, THE PERFECT GENTLEMAN addresses serious issues in an extraordinarily light way, and will leave readers both thinking deeply and laughing out loud.Originally published in the UK and Australia as Unimagined; picked up by Hachette for US publication as The Perfect Gentleman (in American English, with additional material and an extended ending); now re-translated back into British English as a global edition with even more material, a new Afterword by the author and, most helpfully, some notes to explain matters peculiarly British (especially for American readers). This edition precedes the upcoming sequel, The Imperfect Gentleman, and the sequel's sequel, The Gentle Man.