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<head>
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<meta charset="utf-8"/>
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<meta content="width=device-width,initial-scale=1" name="viewport"/>
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<meta content="Data Structures and Algorithms Crash Course with Animated Illustrations and Off-the-Shelf Code" name="description"/>
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<meta content="Data structures and algorithms tutorial with animated illustrations and ready-to-run code" name="description"/>
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<meta content="krahets" name="author"/>
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<link href="https://www.hello-algo.com/en/" rel="canonical"/>
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<link href="/" hreflang="zh" rel="alternate"/>
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@@ -142,19 +142,19 @@
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<a href="chapter_computational_complexity/">
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<img alt="" src="../assets/hero/chapter_computational_complexity.png" style="height: 12.347%; left: 36.267%; top: 37.653%;"/>
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<span style="left: 36.244%; top: 34.919%;">
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Complexity analysis
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Complexity Analysis
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</span>
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</a>
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<a href="chapter_array_and_linkedlist/">
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<img alt="" src="../assets/hero/chapter_array_and_linkedlist.png" style="height: 22.242%; left: 73.242%; top: 52.481%;"/>
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<span style="left: 85.897%; top: 76.259%;">
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Array and linked list
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Array and Linked List
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</span>
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</a>
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<a href="chapter_stack_and_queue/">
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<img alt="" src="../assets/hero/chapter_stack_and_queue.png" style="height: 14.302%; left: 62.646%; top: 77.875%;"/>
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<span style="left: 80.071%; top: 88.25%;">
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Stack and queue
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Stack and Queue
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</span>
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</a>
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<a href="chapter_hashing/">
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<a href="chapter_divide_and_conquer/">
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<img alt="" src="../assets/hero/chapter_divide_and_conquer.png" style="height: 18.681%; left: 32.721%; top: 4.816%;"/>
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<span style="left: 29.42%; top: 6.679%;">
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Divide and conquer
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Divide and Conquer
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</span>
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</a>
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<a href="chapter_backtracking/">
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<a href="chapter_dynamic_programming/">
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<img alt="" src="../assets/hero/chapter_dynamic_programming.png" style="height: 15.47%; left: 9.406%; top: 57.472%;"/>
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<span style="left: 14.561%; top: 75.351%;">
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Dynamic programming
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Dynamic Programming
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</span>
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</a>
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<a href="chapter_greedy/">
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<img alt="" src="https://readme-typing-svg.demolab.com/?font=Roboto&weight=400&duration=3500&pause=2000&color=FFF&center=true&vCenter=true&random=false&width=200&lines=Hello%2C+Algo!" style="height: min(9vh, 12vw);"/>
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<div style="pointer-events: auto;">
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<p style="margin-top: max(-1vh, -2vw); margin-bottom: min(2vh, 3.5vw);">
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Data structures and algorithms crash course with animated illustrations and off-the-shelf code
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Data structures and algorithms tutorial with animated illustrations and ready-to-run code
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</p>
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<a class="rounded-button" href="chapter_hello_algo/">
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<svg viewbox="0 0 512 512" xmlns="http://www.w3.org/2000/svg">
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</path>
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</svg>
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<span>
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Dive in
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Get Started
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</span>
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</a>
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<a class="rounded-button" href="https://github.com/krahets/hello-algo">
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<section class="home-div" data-md-color-primary="grey" data-md-color-scheme="slate">
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<div class="section-content">
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<div class="reading-media">
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<div class="media-block">
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<a href="chapter_paperbook/">
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<div style="height: 8.17%;">
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</div>
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<img alt="Cover" class="device-on-hover" src="../assets/hero/cover_render.png" style="height: 66.83%;"/>
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<div class="text-button">
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<span>
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Paperbook
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</span>
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<svg viewbox="0 0 320 512" xmlns="http://www.w3.org/2000/svg">
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<path d="M278.6 233.4c12.5 12.5 12.5 32.8 0 45.3l-160 160c-12.5 12.5-32.8 12.5-45.3 0s-12.5-32.8 0-45.3L210.7 256 73.4 118.6c-12.5-12.5-12.5-32.8 0-45.3s32.8-12.5 45.3 0l160 160z">
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</div>
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</a>
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</div>
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<div class="media-block">
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<a href="chapter_hello_algo/">
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<div style="height: 4.34%;">
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</div>
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</div>
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<p style="margin-top: 2em;">
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500 animated illustrations, 14 programming languages, and 3000 community Q&As to help you dive into data structures and algorithms.
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500 animated illustrations, 14 programming languages, and 3,000 community Q&As to help you get started with data structures and algorithms.
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</p>
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</div>
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</section>
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<div class="intro-container" style="margin: 0 auto;">
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<div class="intro-text endor-text">
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<p style="margin-bottom: 0;">
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“An easy-to-understand book on data structures and algorithms, which guides readers to learn by minds-on and hands-on. Strongly recommended for algorithm beginners!”
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“An easy-to-understand introduction to data structures and algorithms that encourages readers to engage both mind and hands. Highly recommended for beginners!”
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</p>
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<p style="font-weight: bold;">
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—— Junhui Deng, Professor, Department of computer science and technology, Tsinghua University
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—— Junhui Deng, Professor, Department of Computer Science and Technology, Tsinghua University
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</p>
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</div>
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<div class="intro-text endor-text">
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“If I had 'Hello Algo' when I was learning data structures and algorithms, it would have been 10 times easier!”
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</p>
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<p style="font-weight: bold;">
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—— Mu Li, Senior principal scientist, Amazon
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—— Mu Li, Senior Principal Scientist, Amazon
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</p>
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</div>
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</div>
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</path>
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</svg>
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<h3 style="margin-left: 0.5em;">
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Animated illustrations
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Animated Illustrations
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</h3>
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</div>
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<p style="margin: 0;">
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</path>
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</svg>
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<h3 style="margin-left: 0.5em;">
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Off-the-shelf code
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One-Click Runnable Code
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</h3>
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</div>
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<p style="margin: 0;">
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One click to run code in multiple languages.
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Run code in multiple languages with one click.
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</p>
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<p class="intro-quote">
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"Talk is cheap. Show me the code."
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</path>
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</svg>
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<h3 style="margin-left: 0.5em;">
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Learning together
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Learn Together
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</h3>
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</div>
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<p style="margin: 0;">
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Don’t hesitate to ask or share your thoughts.
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Ask questions, discuss ideas, and learn with others.
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</p>
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<p class="intro-quote">
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"Learning by teaching."
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<section class="home-div home-div--black" data-md-color-primary="grey" data-md-color-scheme="slate">
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<div class="section-content">
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<h3 style="text-align: center; margin: 0 0 2em 0;">
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Special thanks
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Special Thanks
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</h3>
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<a href="https://go.warp.dev/hello-algo">
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<img alt="Warp-Github-LG-02" class="device-on-hover intro-image" src="https://github.com/warpdotdev/brand-assets/raw/main/Github/Sponsor/Warp-Github-LG-02.png" style="max-width: 30em;"/>
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Translators
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</h3>
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<p>
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The English version of this book was reviewed by the following translators. We thank them for their time and effort!
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The English version of this book was reviewed by the following contributors. We thank them for their time and effort.
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</p>
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<div class="profile-div">
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<div class="profile-cell">
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</div>
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<div style="margin: 2em auto;">
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<h3>
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Code translators
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Code Reviewers
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</h3>
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<p>
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The multilingual code versions of this book were made possible by the following translators. We appreciate their efforts and contributions!
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The multilingual code versions of this book were made possible by the following developers. We appreciate their efforts and contributions!
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</p>
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<div class="profile-div">
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<div class="profile-cell">
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</path>
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</svg>
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<span class="md-ellipsis">
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Chapter 1. Encounter With Algorithms
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Chapter 1. Encounter with Algorithms
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</span>
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</a>
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<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0">
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<label class="md-nav__title" for="__nav_3">
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Chapter 1. Encounter With Algorithms
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Chapter 1. Encounter with Algorithms
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</label>
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<ul class="md-nav__list" data-md-scrollfix="">
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<li class="md-nav__item">
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</path>
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</svg>
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<span class="md-ellipsis">
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Chapter 4. Array and Linked List
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Chapter 4. Arrays and Linked Lists
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</span>
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</a>
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<label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="0">
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<label class="md-nav__title" for="__nav_6">
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<span class="md-nav__icon md-icon">
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</span>
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Chapter 4. Array and Linked List
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Chapter 4. Arrays and Linked Lists
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</label>
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<ul class="md-nav__list" data-md-scrollfix="">
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<li class="md-nav__item">
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<a class="md-nav__link" href="./chapter_array_and_linkedlist/ram_and_cache/">
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<span class="md-ellipsis">
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4.4 Memory and Cache *
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4.4 Random-Access Memory and Cache *
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</span>
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</a>
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</li>
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</path>
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</svg>
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<span class="md-ellipsis">
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Chapter 5. Stack and Queue
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Chapter 5. Stacks and Queues
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</span>
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</a>
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<label class="md-nav__link" for="__nav_7" id="__nav_7_label" tabindex="0">
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Chapter 5. Stack and Queue
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Chapter 5. Stacks and Queues
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</label>
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<ul class="md-nav__list" data-md-scrollfix="">
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<li class="md-nav__item">
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<a class="md-nav__link" href="./chapter_stack_and_queue/deque/">
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<span class="md-ellipsis">
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5.3 Double-Ended Queue
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5.3 Deque
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</span>
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</a>
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</li>
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</path>
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</svg>
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<span class="md-ellipsis">
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Chapter 6. Hashing
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Chapter 6. Hash Table
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</span>
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</a>
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<label class="md-nav__link" for="__nav_8" id="__nav_8_label" tabindex="0">
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Chapter 6. Hashing
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Chapter 6. Hash Table
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</label>
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<ul class="md-nav__list" data-md-scrollfix="">
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<li class="md-nav__item">
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<a class="md-nav__link" href="./chapter_tree/array_representation_of_tree/">
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<span class="md-ellipsis">
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7.3 Array Representation of Tree
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7.3 Array Representation of Binary Trees
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</span>
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</a>
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<li class="md-nav__item">
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<a class="md-nav__link" href="./chapter_heap/build_heap/">
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<span class="md-ellipsis">
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8.2 Building a Heap
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8.2 Heap Construction Operation
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a class="md-nav__link" href="./chapter_heap/top_k/">
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<span class="md-ellipsis">
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8.3 Top-K Problem
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8.3 Top-k Problem
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</span>
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</a>
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<a class="md-nav__link" href="./chapter_searching/binary_search_insertion/">
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<span class="md-ellipsis">
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10.2 Binary Search Insertion
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10.2 Binary Search Insertion Point
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a class="md-nav__link" href="./chapter_searching/binary_search_edge/">
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<span class="md-ellipsis">
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10.3 Binary Search Edge Cases
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10.3 Binary Search Boundaries
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</span>
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</a>
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<li class="md-nav__item">
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<a class="md-nav__link" href="./chapter_searching/searching_algorithm_revisited/">
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<span class="md-ellipsis">
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10.5 Search Algorithms Revisited
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10.5 Searching Algorithms Revisited
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a class="md-nav__link" href="./chapter_sorting/sorting_algorithm/">
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<span class="md-ellipsis">
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11.1 Sorting Algorithms
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11.1 Sorting Algorithm
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a class="md-nav__link" href="./chapter_divide_and_conquer/hanota_problem/">
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<span class="md-ellipsis">
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12.4 Hanoi Tower Problem
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12.4 Hanota Problem
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</span>
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</a>
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<a class="md-nav__link" href="./chapter_appendix/terminology/">
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<span class="md-ellipsis">
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16.3 Terminology Table
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16.3 Glossary
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</span>
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</a>
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</li>
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