Mastering Algorithms and Data Structures - References for beginners
1. Algorithm
/ Data Structure Theory Books:
- Introduction to Algorithms by Thomas H. Cormen,
Charles E. Leiserson, Ronald L. Rivest, and Clifford Stein. (Considered as
the Bible)
- Algorithms by Robert Sedgewick and Kevin Wayne.
- Data Structures and Algorithms in Python by Michael T.
Goodrich, Roberto Tamassia, and Michael H. Goldwasser. (I am a beginner in
Python. So there may be other options as well)
2. Online
Courses:
- Google's Tech Dev Guide: Google provides a
comprehensive guide covering algorithmic and data structure concepts.
- Coursera - Algorithms, Part 1 and Part 2: Offered by Princeton University,
these courses delve deep into algorithmic design and analysis.
- Udacity - Intro to Algorithms: Udacity's
course provides hands-on experience with practical applications.
- MIT OpenCourseWare - Introduction to Algorithms:
MIT's renowned course is available for free online.
3. Algorithm
Refreshers:
- Big-O Cheatsheet: A quick reference for
understanding time and space complexities of common algorithms.
- More algo refresh materials
4. Style
Guides:
- Check out Google's Style Guides: Follow
language-specific style guides to write clean and efficient code.
5.
Problem-Solving Platforms:
- HackerRank, Codeforces, LeetCode, InterviewBit, and Kattis: These platforms offer a plethora of
algorithmic problems to sharpen your skills.
- Topcoder, Project Euler, and CareerCup: Additional platforms to challenge
your problem-solving abilities
6. Book
Recommendations:
- Cracking the Coding Interview: Authored by
Gayle Laakmann McDowell, this book provides a collection of problems
commonly asked in technical interviews.
7. ACM-ICPC
and CodeJam Questions:
- Explore a list of ACM-ICPC questions and CodeJam questions available
online for practice. (Keep in mind tht they are quite challenging and
often require a deep understanding of algorithms, data structures, and
problem-solving skills. So don't worry even if you can't solve it. Also
CodeJam site is shutdown by Google but questions are available across the
web)
Use
these resources as building blocks to strengthen your foundation, and don't shy
away from challenging problems. Remember mastering algorithms and data
structures lies in consistent practice and application. Happy coding!
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