14. Arrays vs lists, binary search - Part B - Data Structures and Algorithms in Python
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14. Arrays vs lists, binary search - Part B

14. Arrays vs lists, binary search - Part B

The chapter discusses search algorithms focusing on both unsorted and sorted sequences. It contrasts a linear search method for unsorted data with the more efficient binary search technique used in sorted data. Additionally, it highlights the differences in performance and implementation considerations based on data structure types, particularly arrays versus lists in Python.

10 sections

Sections

Navigate through the learning materials and practice exercises.

  1. 13.1
    Searching For A Value In A Sequence

    This section discusses the concepts of searching for values in both unsorted...

  2. 13.1.1
    Unsorted Sequence Search

    This section discusses techniques for searching values in an unsorted...

  3. 13.1.2
    Worst Case Analysis Of Unsorted Search

    This section discusses the worst-case scenario for searching a value in an...

  4. 13.1.3
    Sorted Sequence Search

    This section covers the basics of searching within unsorted and sorted...

  5. 13.1.4
    Binary Search Introduction

    This section introduces the concept of binary search as an efficient method...

  6. 13.1.5
    Binary Search Demonstration

    This section introduces the concept of binary search, explaining its...

  7. 13.1.6
    Binary Search Algorithm Performance

    This section covers the performance and mechanics of both unsorted and...

  8. 13.1.7
    Recurrence Relation For Binary Search

    This section covers the process and efficiency of binary search, including...

  9. 13.1.8
    Efficiency Of Binary Search

    This section discusses the efficiency and mechanics of binary search...

  10. 13.1.9
    Lists Vs. Arrays In Python

    This section discusses the key differences between lists and arrays in...

What we have learnt

  • A linear search checks each element sequentially to find a value.
  • Binary search is an efficient algorithm that reduces the search range by half with each step, but it requires the data to be sorted.
  • The implementation of search algorithms in Python can treat lists like arrays, despite their dynamic nature.

Key Concepts

-- Linear Search
A search algorithm that checks each element in a sequence one by one until the target value is found or the sequence ends.
-- Binary Search
An efficient search algorithm that repeatedly divides a sorted sequence in half to locate a specific value.
-- Time Complexity
A computational assessment that describes how the runtime of an algorithm scales with the size of the input data.
-- Data Structures in Python
An overview of how Python treats lists and arrays, focusing on access time and memory handling.

Additional Learning Materials

Supplementary resources to enhance your learning experience.