How to learn data structure effectively
Step 1 : Learn the theory and fundamentals
Understand top fundamental topics covered in data structures such as:
- Algorithms, Arrays, Collections, Complexity Analysis, Graphs, Hashtables, Heaps, Linked Lists, Queues, Recursion, Search, Sort, Stacks, Trees
You can checkout these websites to help cover fundamentals:
- www.geeks4geeks.com - explains all the high level fundamentals
- www.beehyve.io/data-structures — student crowdsourced resources and community for any topic in CS including Data Structures
- https://visualgo.net/en - has visualizations of a lot of helpful algorithms
Here are more schools that have DS classes which you may find helpful:
- CS 226 Algorithms and Data Structures
- Brown CS 16 Introduction to Algorithms and Data Structures
- Stanford CS 166 Data Structures
- CMU CSE 15-211 Fundamental Data Structures and Algorithms
- University of Washington at St. Louis CSE 241 Algorithms and Data Structures
- Harvard CSE 22 Data Structures
- Michigan EECS 281 Data Structures and Algorithms
- Cornell CS 2110 OO Programming and Data Structures
- MiT 6.006 Introduction to Algorithms
Step 2: Look at examples, Apply your knowledge
Using the knowledge that you have learned from the sources above, I’d now apply your knowledge through practice. Interview problems are a good way to practice Data Structures & Algorithms. You can check out:
- Programming Interview Questions | CareerCup
- LeetCode
- HackerRank
- Cracking the Coding Interview book
Alternatively, you can implement different algorithms and data structures yourself to get a better understanding of fundamentals.
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