algorithms

Frontlearn Roadmap for Algorithms

Roadmap for learning Algorithms.

Roadmap

• Automated planning
• Combinatorial algorithms
  • General combinatorial algorithms
  • Graph algorithms
    • Graph drawing
    • Network theory
    • Routing for graphs
    • Graph search
    • Subgraphs
  • Sequence algorithms
    • Approximate sequence matching
    • Selection algorithms
    • Sequence search
    • Sequence merging
    • Sequence permutations
    • Sequence alignment
    • Sequence sorting
    • Subsequences
    • Substrings
• Computational mathematics
  • Abstract algebra
  • Computer algebra
  • Geometry
  • Number theoretic algorithms
  • Numerical algorithms
    • Differential equation solving
    • Elementary and special functions
    • Geometric
    • Interpolation and extrapolation
    • Linear algebra
    • Monte Carlo
    • Numerical integration
    • Root finding
  • Optimization algorithms
• Computational science
  • Astronomy
  • Bioinformatics
  • Geoscience
  • Linguistics
  • Medicine
  • Physics
  • Statistics
• Computer science
  • Computer architecture
  • Computer graphics
  • Cryptography
  • Digital logic
  • Machine learning and statistical classification
  • Programming language theory
    • Parsing
  • Quantum algorithms
  • Theory of computation and automata
• Information theory and signal processing
  • Coding theory
    • Error detection and correction
    • Lossless compression algorithms
    • Lossy compression algorithms
  • Digital signal processing
    • Image processing
• Software engineering
• Database algorithms
• Distributed systems algorithms
  • Memory allocation and deallocation algorithms
• Networking
• Operating systems algorithms
  • Process synchronization
  • Scheduling
  • I/O scheduling
    • Disk scheduling

Links

• List of algorithms | Wikipedia
• Algorithms | Khan Academy (course)
• Algorithms | Interviews
• Algorithms | Tech Interview Handbook
• Pretty algorithms
• Itsy Bitsy Data Structures
• algorithms.js