[PDF/ePUB] Advanced Algorithms and Data Structures

Advanced Algorithms and Data Structures image

DOWNLOAD PDF

Advanced Algorithms and Data Structures introduces a collection of algorithms for complex programming challenges in data analysis, machine learning, and graph computing.Summary As a software engineer, you’ll encounter countless programming challenges that initially seem confusing, difficult, or even impossible. Don’t despair! Many of these “new” problems already have well-established solutions. Advanced Algorithms and Data Structures teaches you powerful approaches to a wide range of tricky coding challenges that you can adapt and apply to your own applications. Providing a balanced blend of classic, advanced, and new algorithms, this practical guide upgrades your programming toolbox with new perspectives and hands-on techniques. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Can you improve the speed and efficiency of your applications without investing in new hardware? Well, yes, you can: 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. About the book 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. What's inside     Build on basic data structures you already know     Profile your algorithms to speed up application     Store and query strings efficiently     Distribute clustering algorithms with MapReduce     Solve logistics problems using graphs and optimization algorithms About the reader For intermediate programmers. About the author Marcello La Rocca is a research scientist and a full-stack engineer. His focus is on optimization algorithms, genetic algorithms, machine learning, and quantum computing. Table of Contents 1 Introducing data structures PART 1 IMPROVING OVER BASIC DATA STRUCTURES 2 Improving priority queues: d-way heaps 3 Treaps: Using randomization to balance binary search trees 4 Bloom filters: Reducing the memory for tracking content 5 Disjoint sets: Sub-linear time processing 6 Trie, radix trie: Efficient string search 7 Use case: LRU cache PART 2 MULTIDEMENSIONAL QUERIES 8 Nearest neighbors search 9 K-d trees: Multidimensional data indexing 10 Similarity Search Trees: Approximate nearest neighbors search for image retrieval 11 Applications of nearest neighbor search 12 Clustering 13 Parallel clustering: MapReduce and canopy clustering PART 3 PLANAR GRAPHS AND MINIMUM CROSSING NUMBER 14 An introduction to graphs: Finding paths of minimum distance 15 Graph embeddings and planarity: Drawing graphs with minimal edge intersections 16 Gradient descent: Optimization problems (not just) on graphs 17 Simulated annealing: Optimization beyond local minima 18 Genetic algorithms: Biologically inspired, fast-converging optimization

✔ Author(s):
✔ Title: Advanced Algorithms and Data Structures
✔ Rating : 4.2 out of 5 base on (22 reviews)
✔ ISBN-10: 1617295485
✔ Language: English
✔ Format ebook: PDF, EPUB, Kindle, Audio, HTML and MOBI
✔ Device compatibles: Android, iOS, PC and Amazon Kindle

Readers' opinions about Advanced Algorithms and Data Structures by Marcello La Rocca

/
Aubrie Todd
Discover the poignant story of a family navigating life's ups and downs in this moving novel. The author's empathetic writing and well-drawn characters create a deeply emotional experience. Each chapter explores themes of love, loss, and resilience with sensitivity. The plot's twists and turns keep you engaged throughout. It's a heartwarming and thought-provoking read. Perfect for readers who enjoy stories about family dynamics.
/
Rayleen Kirby
Uncover the secrets of a haunted mansion in this chilling gothic novel. The author's atmospheric writing and suspenseful plot make for a captivating read. Each character's hidden motives and dark pasts add to the tension. The twists and surprises keep you guessing until the very end. It's a haunting and immersive story that you won't want to put down. Perfect for fans of gothic fiction.
/
Louise Russell
Discover the inspiring story of a trailblazer who changed the world in this compelling biography. The author's detailed research and engaging writing bring the subject to life. Each chapter reveals new insights into the person's life and achievements. The narrative is both informative and deeply moving, offering valuable life lessons. It's a story that motivates and inspires. Perfect for history buffs and biography enthusiasts.


2020-2021 Official Study Manual for the ATI TEAS, Revised Edition, A Whale of the Wild (A Voice of the Wilderness Novel), Southern Homemade Candy Collection: Fudge, Truffles, Toffees, Brittle & More! (Southern Cooking Recipes), Rock Climbing Technique: The Practical Guide to Movement Mastery, Break Your Self Help Addiction: The 5 Keys to Total Personal Freedom, The Musician’s Guide to Theory and Analysis Workbook, Agartha: The Earth’s Inner World, Activities to do While You Number Two: An Adult Activity Book, Yogi Ramacharaka Collection Vol 1(7 Books) The Hindu-Yogi Science Of Breath, Fourteen Lessons in Yogi Philosophy, Advanced Course in Yogi … of Psychic Healing, Raja Yoga,Gnani Yoga., The Oliver Wight Class A Standard for Business Excellence,