If you’re a programmer or developer looking to enhance your algorithmic skills, then this book, “50 Algorithms Every Programmer Should Know,” is the perfect resource for you. The book provides practical guidance on how to select and implement algorithms to solve real-world problems and offers insights into their workings.
The book begins with an introduction to algorithms and covers various algorithm design techniques. It then moves on to the implementation of different types of algorithms, using practical examples to illustrate the concepts. Readers will learn about linear programming, page ranking, and graphs as well as machine learning algorithms, providing a deeper understanding of the math and logic behind them.
Moreover, the book explores modern deep learning techniques such as Long Short-Term Memory (LSTM), Gated Recurrent Unit (GRU), and Recurrent Neural Networks (RNNs), shedding light on their applications. It also delves into Generative AI and Large Language Models (LLMs) like ChatGPT, unraveling the algorithms, methodologies, and architectures that underlie their implementation.
Case studies demonstrate how these algorithms can be applied optimally in real-world scenarios while a focus on deep learning algorithms covers different types of models and their practical use. The book also equips readers with techniques for parallel processing, enabling them to use algorithms for compute-intensive tasks.
Upon completion of this book, readers will have gained expertise in effectively solving real-world computational problems using a wide range of algorithms including modern deep learning techniques. You can purchase your copy at https://packt.link/wAk8W.