python_books:selftaught_computer_scientist
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| - | ====== The Self-Taught Computer Scientist ====== | ||
| - | The Beginners guide to data structures & algorithms | ||
| - | |||
| - | Table of Contents | ||
| - | Cover | ||
| - | Title Page | ||
| - | Introduction | ||
| - | What You Will Learn | ||
| - | Who Is This Book For? | ||
| - | Self-Taught Success Stories | ||
| - | Getting Started | ||
| - | Sticking with It | ||
| - | I: Introduction to Algorithms | ||
| - | 1 What Is an Algorithm? | ||
| - | Analyzing Algorithms | ||
| - | Constant Time | ||
| - | Logarithmic Time | ||
| - | Linear Time | ||
| - | Log-Linear Time | ||
| - | Quadratic Time | ||
| - | Cubic Time | ||
| - | Exponential Time | ||
| - | Best-Case vs. Worst-Case Complexity | ||
| - | Space Complexity | ||
| - | Why Is This Important? | ||
| - | Vocabulary | ||
| - | Challenge | ||
| - | 2 Recursion | ||
| - | When to Use Recursion | ||
| - | Vocabulary | ||
| - | Challenge | ||
| - | 3 Search Algorithms | ||
| - | Linear Search | ||
| - | When to Use a Linear Search | ||
| - | Binary Search | ||
| - | When to Use a Binary Search | ||
| - | Searching for Characters | ||
| - | Vocabulary | ||
| - | Challenge | ||
| - | 4 Sorting Algorithms | ||
| - | Bubble Sort | ||
| - | When to Use Bubble Sort | ||
| - | Insertion Sort | ||
| - | When to Use Insertion Sort | ||
| - | Merge Sort | ||
| - | When to Use Merge Sort | ||
| - | Sorting Algorithms in Python | ||
| - | Vocabulary | ||
| - | Challenge | ||
| - | 5 String Algorithms | ||
| - | Anagram Detection | ||
| - | Palindrome Detection | ||
| - | Last Digit | ||
| - | Caesar Cipher | ||
| - | Vocabulary | ||
| - | Challenge | ||
| - | 6 Math | ||
| - | Binary | ||
| - | Bitwise Operators | ||
| - | FizzBuzz | ||
| - | Greatest Common Factor | ||
| - | Euclid' | ||
| - | Primes | ||
| - | Vocabulary | ||
| - | Challenge | ||
| - | 7 Self-Taught Inspiration: | ||
| - | II: Data Structures | ||
| - | 8 What Is a Data Structure? | ||
| - | Vocabulary | ||
| - | Challenge | ||
| - | 9 Arrays | ||
| - | Array Performance | ||
| - | Creating an Array | ||
| - | Moving Zeros | ||
| - | Combining Two Lists | ||
| - | Finding the Duplicates in a List | ||
| - | Finding the Intersection of Two Lists | ||
| - | Vocabulary | ||
| - | Challenge | ||
| - | 10 Linked Lists | ||
| - | Linked List Performance | ||
| - | Create a Linked List | ||
| - | Search a Linked List | ||
| - | Removing a Node from a Linked List | ||
| - | Finding a Linked List Cycle | ||
| - | Vocabulary | ||
| - | Challenges | ||
| - | 11 Stacks | ||
| - | When to Use Stacks | ||
| - | Creating a Stack | ||
| - | Using Stacks to Reverse Strings | ||
| - | Min Stack | ||
| - | Stacked Parentheses | ||
| - | Vocabulary | ||
| - | Challenges | ||
| - | 12 Queues | ||
| - | When to Use Queues | ||
| - | Creating a Queue | ||
| - | Python' | ||
| - | Create a Queue Using Two Stacks | ||
| - | Vocabulary | ||
| - | Challenge | ||
| - | 13 Hash Tables | ||
| - | When to Use Hash Tables | ||
| - | Characters in a String | ||
| - | Two Sum | ||
| - | Vocabulary | ||
| - | Challenge | ||
| - | 14 Binary Trees | ||
| - | When to Use Trees | ||
| - | Creating a Binary Tree | ||
| - | Breadth-First Tree Traversal | ||
| - | More Tree Traversals | ||
| - | Invert a Binary Tree | ||
| - | Vocabulary | ||
| - | Challenges | ||
| - | 15 Binary Heaps | ||
| - | When to Use Heaps | ||
| - | Creating a Heap | ||
| - | Connecting Ropes with Minimal Cost | ||
| - | Vocabulary | ||
| - | Challenge | ||
| - | 16 Graphs | ||
| - | When to Use Graphs | ||
| - | Creating a Graph | ||
| - | Dijkstra' | ||
| - | Vocabulary | ||
| - | Challenge | ||
| - | 17 Self-Taught Inspiration: | ||
| - | 18 Next Steps | ||
| - | What’s Next? | ||
| - | Climbing the Freelance Ladder | ||
| - | How to Get an Interview | ||
| - | How to Prepare for a Technical Interview | ||
| - | Additional Resources | ||
| - | Final Thoughts | ||
| - | |||
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