{"product_id":"50-algorithms-every-programmer-should-know-second-edition-an-unbeatable-arsenal-of-algorithmic-solutions-for-real-world-problems-9781803247762","title":"50 Algorithms Every Programmer Should Know - Second Edition: An unbeatable arsenal of algorithmic solutions for real-world problems","description":"\u003cp\u003e\u003cstrong\u003eDelve 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 overhaul\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003ePurchase of the print or Kindle book includes a free eBook in PDF format.\u003c\/strong\u003e\u003c\/p\u003eKey Features\u003cul\u003e\n\u003cli\u003eFamiliarize yourself with advanced deep learning architectures\u003c\/li\u003e\n\u003cli\u003eExplore newer topics, such as handling hidden bias in data and algorithm explainability\u003c\/li\u003e\n\u003cli\u003eGet to grips with different programming algorithms and choose the right data structures for their optimal implementation\u003c\/li\u003e\n\u003c\/ul\u003eBook Description\u003cp\u003eThe 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.\u003c\/p\u003e\u003cp\u003eYou'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.\u003c\/p\u003e\u003cp\u003eCase 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.\u003c\/p\u003e\u003cp\u003eYou 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.\u003c\/p\u003e\u003cp\u003eFinally, you'll become well versed in techniques that enable parallel processing, giving you the ability to use these algorithms for compute-intensive tasks.\u003c\/p\u003e\u003cp\u003eBy the end of this programming book, you'll have become adept at solving real-world computational problems by using a wide range of algorithms.\u003c\/p\u003eWhat you will learn\u003cul\u003e\n\u003cli\u003eDesign algorithms for solving complex problems\u003c\/li\u003e\n\u003cli\u003eBecome familiar with neural networks and deep learning techniques\u003c\/li\u003e\n\u003cli\u003eExplore existing data structures and algorithms found in Python libraries\u003c\/li\u003e\n\u003cli\u003eImplement graph algorithms for fraud detection using network analysis\u003c\/li\u003e\n\u003cli\u003eDelve into state-of-the-art algorithms for proficient Natural Language Processing illustrated with real-world examples\u003c\/li\u003e\n\u003cli\u003eCreate a recommendation engine that suggests relevant movies to subscribers\u003c\/li\u003e\n\u003cli\u003eGrasp the concepts of sequential machine learning models and their foundational role in the development of cutting-edge LLMs\u003c\/li\u003e\n\u003c\/ul\u003eWho this book is for\u003cp\u003eThis computer science book is for programmers or developers who want to understand the use of algorithms for problem-solving and writing efficient code.\u003c\/p\u003e\u003cp\u003eWhether 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.\u003c\/p\u003e\u003cp\u003ePython programming experience is a must, knowledge of data science will be helpful but not necessary.\u003c\/p\u003eTable of Contents\u003col\u003e\n\u003cli\u003eCore Algorithms\u003c\/li\u003e\n\u003cli\u003eData Structures\u003c\/li\u003e\n\u003cli\u003eSorting and Searching Algorithms\u003c\/li\u003e\n\u003cli\u003eDesigning Algorithms\u003c\/li\u003e\n\u003cli\u003eGraph Algorithms\u003c\/li\u003e\n\u003cli\u003eUnsupervised Machine Learning Algorithms\u003c\/li\u003e\n\u003cli\u003eSupervised Learning Algorithms\u003c\/li\u003e\n\u003cli\u003eNeural Network Algorithms\u003c\/li\u003e\n\u003cli\u003eNatural Language Processing\u003c\/li\u003e\n\u003cli\u003eSequential Models\u003c\/li\u003e\n\u003cli\u003eAdvanced Machine Learning Models\u003c\/li\u003e\n\u003cli\u003eRecommendation Engines\u003c\/li\u003e\n\u003cli\u003eAlgorithmic Strategies for Data Handling\u003c\/li\u003e\n\u003cli\u003e Large-Scale Algorithms\u003c\/li\u003e\n\u003cli\u003eEvaluating Algorithmic Solutions\u003c\/li\u003e\n\u003cli\u003ePractical Considerations\u003c\/li\u003e\n\u003c\/ol\u003e\u003cbr\u003e","brand":"Packt Publishing","offers":[{"title":"Default Title","offer_id":50644807876882,"sku":"9781803247762","price":45.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_c6b4d30c-e50f-4a05-a60c-a5993e3baed8.jpg?v=1733127092","url":"https:\/\/surprise-castle.myshopify.com\/products\/50-algorithms-every-programmer-should-know-second-edition-an-unbeatable-arsenal-of-algorithmic-solutions-for-real-world-problems-9781803247762","provider":"Surprise Castle","version":"1.0","type":"link"}