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freeCodeCamp

Data Structures and Algorithms in Python - Full Course for Beginners

via freeCodeCamp

Overview

Embark on a comprehensive 13-hour journey into data structures and algorithms using Python. Learn essential concepts like linked lists, stacks, queues, and graphs, as well as fundamental algorithms for searching, sorting, recursion, and dynamic programming. Master binary search, explore binary search trees, and dive into hash tables and Python dictionaries. Tackle sorting algorithms, understand divide and conquer strategies, and delve into recursion and dynamic programming techniques. Explore graph algorithms, including breadth-first search, depth-first search, and shortest path algorithms. Gain practical experience through hands-on coding exercises, assignments, and a step-by-step project. Conclude with valuable insights on Python interview questions, tips, and advice to boost your coding interview preparation and overall programming skills.

Syllabus

Introduction.
Binary Search Linked Lists and Complexity.
Introduction.
Problem.
The Method.
Solution.
Complexity and Big O notation.
Binary Search vs Linear Search.
Generic Binary Search.
Summary and Conclusion.
Assignment Walkthrough.
Introduction.
Problem- Rotated Lists.
The Method.
Solution.
Summary and Conclusion.
Binary Search Trees Python Tutorial.
Introduction.
Problem.
The Method.
Binary tree.
Traversing Binary Tree.
Binary Search Tree.
Self-Balancing Binary Trees and AVL Trees.
Summary and Conclusion.
Hash Tables and Python Dictionaries.
Introduction.
Problem.
Data List.
Hash Function.
Basic Hash Table Implementation.
Handling Collisions with Linear Probing.
Summary and Conclusion.
Sorting Algorithms and Divide & Conquer.
Introduction.
Problem.
The Method.
Custom Comparison Functions.
Summary and Conclusion.
Recursion Memoization & Dynamic Programming.
Introduction.
Problem.
The Method.
Solution.
Knapsack Problems.
The Method.
Solution.
Summary and Conclusion.
Graph Algorithms BFS, DFS & Shortest Paths.
Introduction.
Graph Data Structure.
Graph Algorithms - Breadth-First Search.
Depth-First Search.
Shortest Paths.
Summary and Conclusion.
Python Interview Questions Tips & Advice.
Introduction.
The Method.
Solution.
Summary and Conclusion.

Taught by

freeCodeCamp.org

Reviews

4.6 rating, based on 119 Class Central reviews

Start your review of Data Structures and Algorithms in Python - Full Course for Beginners

  • The "Data Structures and Algorithms in Python - Full Course for Beginners" is an excellent resource for anyone looking to build a strong foundation in programming. The course is well-structured, starting with the basics of Python and gradually intro…
  • Profile image for Sailesh Tuniki
    Sailesh Tuniki
    The "Data Structures and Algorithms in Python - Full Course for Beginners" by freeCodeCamp is an excellent resource for anyone looking to gain a solid foundation in computer science. This comprehensive course covers a wide range of fundamental topic…
  • Nice course and this course give me more knowledge about python programming and use case of python tool make your application or website attractive
  • The course was very knowledgeable and clear and would definitely visit it again to brush up the concepts and have a deeper understanding
  • Shravan Kumar Mangadoddi
    data structures and algorithms in python - full course for beginners is an excellent course for the beginners to learn DSA in python the way explaining the problem solving was really nice.
  • Profile image for KRISHNADHARSHINI L
    KRISHNADHARSHINI L
    The data structures and algorithm in python course was very helpful.My foundation has become stronger and i am confident in my basics than before learning this course.The "Data Structures and Algorithms in Python" course for beginners is a comprehen…
  • Shaik Imran
    The "Data Structures and Algorithms in Python - Full Course for Beginners" is an excellent resource for anyone looking to build a strong foundation in programming. The course is well-structured, starting with the basics of Python and gradually intro…
  • Profile image for Adirala Uday
    Adirala Uday
    "I just completed the 'Data Structures and Algorithms in Python - Full Course for Beginners' on freeCodeCamp, and I'm blown away by the quality of the content! As a beginner, I found the explanations clear, concise, and easy to follow. The course c…
  • Profile image for TEJ SURESH JOSHI
    TEJ SURESH JOSHI
    Review: This course on Data Structures and Algorithms in Python is an excellent resource for beginners looking to build a solid foundation in programming concepts. The content is well-structured and starts with basic data structures like arrays, lin…
  • Sudharshan Reddy Kadira
    I recently completed a data structures course in Python, and it has been an incredibly insightful experience. The course covered essential data structures, including arrays, linked lists, stacks, queues, trees, and graphs, along with their applicati…
  • Manmath Ramesh Bansode
    The data structures and algorithm in python course was very helpful.My foundation has become stronger and i am confident in my basics than before learning this course.The "Data Structures and Algorithms in Python" course for beginners is a comprehen…
  • Anonymous
    the data structures and algorithm in python course was very helpful.My foundation has become stronger and i am confident in my basics than before learning this course.The "Data Structures and Algorithms in Python" course for beginners is a comprehen…
  • Profile image for Pratiksha Paralikar
    Pratiksha Paralikar
    The data structures and algorithm in python course was very helpful.My foundation has become stronger and i am confident in my basics than before learning this course.The "Data Structures and Algorithms in Python" course for beginners is a comprehen…
  • Profile image for Sruthigoud Sruthi271102
    Sruthigoud Sruthi271102
    The data structures and algorithm in python course was very helpful.My foundation has become stronger and i am confident in my basics than before learning this course.The "Data Structures and Algorithms in Python" course for beginners is a comprehen…
  • The data structures and algorithm in python course was very helpful.My foundation has become stronger and i am confident in my basics than before learning this course.The "Data Structures and Algorithms in Python" course for beginners is a comprehen…
  • Profile image for Guru Rengarajan
    Guru Rengarajan
    Very excellent 👍🏻 and helpful for The "Data Structures and Algorithms in Python - Full Course for Beginners" provides a well-rounded introduction to key DSA concepts. The content is comprehensive, covering essential structures like arrays, trees, and…
  • Profile image for Anurag Yadav
    Anurag Yadav
    The Data Structures and Algorithms (DSA) program provided a comprehensive and well-structured approach to mastering core concepts. The content was logically organized, starting with basic structures like arrays, linked lists, and progressing to more advanced topics such as graphs, trees, and dynamic programming. The program’s hands-on coding exercises were invaluable in reinforcing theoretical concepts, allowing me to apply them in real-world scenarios. Additionally, the problem-solving techniques learned improved my ability to approach and break down complex challenges efficiently. Overall, the DSA program greatly enhanced my coding skills and algorithmic thinking, making it an excellent learning experience.
  • Profile image for Dayamullah Shareef
    Dayamullah Shareef

    "This course is an excellent introduction to data structures and algorithms in Python, perfect for beginners. The instructor's clear explanations and step-by-step examples make complex concepts easy to grasp. The course covers a wide range of topics, from basic data structures like arrays and linked lists to advanced algorithms like sorting and graph traversal. With plenty of practice exercises and real-world examples, you'll gain hands-on experience and a deep understanding of how to apply these concepts in your own projects. Whether you're new to programming or looking to brush up on your skills, this course is a great resource to help you become proficient in data structures and algorithms in Python."
  • Pawar Sanket Balasaheb
    The course does a great job covering essential data structures like arrays, linked lists, stacks, queues, trees, graphs, and hash tables. It explains each concept clearly with Python code examples, making it easier for beginners to grasp. Algorithms such as sorting and searching are also well-covered, with step-by-step explanations that demystify the logic behind each approach.
    The teaching approach is highly engaging, with a hands-on focus that encourages students to write code as they learn. Each topic is broken down into smaller sections, which allows learners to digest information at a manageable pace. The examples and exercises provided after each section are particularly helpful for reinforcing learning.
  • Profile image for Pawar Sneha
    Pawar Sneha
    This comprehensive course provides a solid foundation in data structures and algorithms using Python. It covers a wide range of topics, from basic data structures like arrays and linked lists to more advanced concepts like trees, graphs, and dynamic programming. The explanations are clear and concise, making it easy to follow along even for beginners. The practical examples and exercises reinforce the concepts, helping apply your knowledge effectively. While the course is comprehensive, it might benefit from more advanced topics and real-world use cases. Overall, it's a valuable resource for anyone looking to learn data structures and algorithms in Python. I really learn alot and it is best experience.

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