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Mastering Search Algorithms with Python: A practical guide for efficient data search (English Edition)

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Book Details
Language
English
Publishers
BPB Publications (20 July 2024)
Weight
0.58 KG
Publication Date
20/07/2024
ISBN-10
935551624X
Pages
340 pages
ISBN-13
9789355516244
Dimensions
19.05 x 1.96 x 23.5 cm
SKU
9789355516244
Author Name
Pooja Baraskar (Author)
Pooja Baraskar is an accomplished software engineer, inventor, and technical author with over a decade of experience in the tech industry. Currently, Pooja is leading developer programs at Intel worldwide, including the Global Intel® Software Innovator Program. Leveraging her expertise and vision, she leads impactful initiatives that shape the industry and empower tech professionals globally. Pooja is passionate about challenging the status quo and driving innovation. She is a trailblazer in areas, such as artificial intelligence and the Internet of Things and has a proven ability to translate complex technical concepts into accessible and actionable ideas. Pooja’s clear and precise writing has made her a trusted source in tech, and her educational materials have been adopted worldwide, including the OpenVINO™ Digital Courseware for Educators. She actively mentors others and shares her expertise to foster growth within the tech community. Her contributions have been recognized with awards such as three-time Microsoft Most Valuable Professional (MVP) and two-time “Top Intel® Software Innovator.”. In addition to her work in the tech industry, Pooja is an avid traveler, passionate cook, and skilled martial artist. Her diverse interests and experiences have given her a well-rounded perspective on life and work, allowing her to approach challenges with creativity, energy, and enthusiasm. Read more about this authorRead less about this author
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DescriptionIn today's era of Artificial Intelligence and the vast expanse of big data, understanding how to effectively utilize search algorithms has become crucial. Every day, billions of searches happen online, influencing everything from social media recommendations to critical decisions in fields like finance and healthcare.

Behind these seemingly straightforward searches are powerful algorithms that determine how information is discovered, organized, and applied, fundamentally shaping our digital interactions. This book covers various search algorithms, starting with linear and binary searches, analyzing their performance, and implementing them in Python.

It progresses to graph traversal algorithms like DFS and BFS, including Python examples and explores the A* algorithm for optimal pathfinding. Advanced search techniques and optimization best practices are discussed, along with neural network applications like gradient descent.

You will also learn to create interactive visualizations using Streamlit and explore real-world applications in gaming, logistics, and Machine Learning. By the end, readers will have a solid grasp of search algorithms, enabling them to implement them efficiently in Python and tackle complex search problems with ease.

Key Features● Comprehensive coverage of a wide range of search algorithms, from basic to advanced. ● Hands-on Python code examples for each algorithm, fostering practical learning.

● Insights into the real-world applications of each algorithm, preparing readers for real-world challenges. What you will learn● Understand basic to advanced search algorithms in Python that are crucial for information retrieval.

● Learn different search methods like binary search and A* search, and their pros and cons. ● Use Python’s visualization tools to see algorithms in action for better understanding.

● Enhance learning with practical examples, challenges, and solutions to boost programming skills. Who this book is forThis book is for software engineers, data scientists, and computer science students looking to master search algorithms with Python to optimize search algorithms in today's data-driven environments.

Table of Contents1. Introduction to Search Algorithms2.

Linear and Binary Search3. Depth Search and Breadth First Search4.

Heuristic Search: Introducing A* Algorithm5. Advanced Search Algorithms and Techniques6.

Optimizing and Benchmarking Search Algorithms7. Search Algorithms for Neural Networks8.

Interactive Visualizations with Streamlit9. Search Algorithms in Large Language Models10.

Diverse Landscape of Search Algorithms11. Real World Applications of Search Algorithms.

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