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Design and Analysis of algorithms DAA

Track :

Programming

Lessons no : 55

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What will you learn in this course?
  • Develop efficient algorithms for sorting, searching, and optimization problems using design techniques like divide and conquer, dynamic programming, and greedy methods
  • Analyze algorithm complexity and performance using Big O notation, asymptotic analysis, and time-space trade-offs
  • Implement algorithms for graph traversal, shortest path, and network flow to solve real-world problems in computer science and data analysis
  • Design recursive and iterative algorithms to improve problem-solving efficiency and code clarity in software development
  • Apply algorithmic strategies to solve combinatorial problems, including backtracking and branch-and-bound techniques
  • Evaluate algorithm correctness and robustness through testing, debugging, and optimization for practical applications
  • Utilize advanced data structures like heaps, hash tables, and trees to enhance algorithm efficiency and data management
  • Develop algorithms for pattern matching, string processing, and data compression to optimize information retrieval and storage
  • Understand the principles of parallel and distributed algorithms to improve computational speed and scalability
  • Create algorithms for machine learning, artificial intelligence, and data mining tasks to support intelligent systems
  • Analyze real-world case studies to identify suitable algorithmic solutions for complex problems
  • Apply theoretical concepts to design innovative algorithms that address emerging challenges in computer science

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Lessons | 55
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Design and Analysis of Algorithm help to design the algorithms for solving different types of problems in Computer Science. It also helps to design and analyze the logic on how the program will work before developing the actual code for a program .