Algorithms and Data Structures for OOP With C#

Table of contents :
Preface
Algorithms and Data Structures for OOP With C#
Module 1: Introduction to Algorithms and Data Structures in OOP
Module 1: Introduction to Algorithms and Data Structures in OOP
Overview of Algorithms and Data Structures
Principles of Object-Oriented Programming
Data Structures in an Object-Oriented Context
Algorithm Design with OOP Principles
Module 2: Complexity Analysis and OOP
Module 2: Complexity Analysis and OOP
Big O Notation and OOP
Time and Space Complexity Analysis
Analyzing Complexity in Object-Oriented Implementations
Complexity Considerations in OOP Algorithms
Module 3: Array and List Implementations in OOP
Module 3: Array and List Implementations in OOP
Array Implementation in OOP
Linked Lists in OOP
ArrayLists and LinkedLists in OOP
List Operations and Implementations
Module 4: Stack and Queue Implementations in OOP
Module 4: Stack and Queue Implementations in OOP
Stack Implementation in OOP
Queue Implementation in OOP
Application of Stacks and Queues in OOP
Advanced Operations and Implementations
Module 5: Trees and Binary Trees in OOP
Module 5: Trees and Binary Trees in OOP
Tree Structure in OOP
Binary Tree Implementation in OOP
Traversals and Operations in OOP
Balanced Trees in an Object-Oriented Context
Module 6: Binary Search Trees and OOP
Module 6: Binary Search Trees and OOP
Binary Search Tree Implementation in OOP
Operations and Optimizations
Self-Balancing Trees in OOP
Tree Node Structures in OOP
Module 7: Hashing and Hash Tables in OOP
Module 7: Hashing and Hash Tables in OOP
Hashing Techniques in OOP
Hash Table Implementation in OOP
Collision Handling and Resolution
Hash Maps and Hash Sets in OOP
Module 8: Graphs and Graph Algorithms in OOP
Module 8: Graphs and Graph Algorithms in OOP
Graph Representation in OOP
Graph Traversal Algorithms in OOP
Shortest Path Algorithms in OOP
Spanning Trees and Graphs in OOP
Module 9: Sorting Algorithms and OOP
Module 9: Sorting Algorithms and OOP
Sorting Techniques in an OOP Context
Merge Sort and Quick Sort in OOP
Heap Sort and Selection Sort in OOP
Comparing Sorting Techniques in OOP
Module 10: Searching Algorithms in OOP
Module 10: Searching Algorithms in OOP
Linear Search in OOP
Binary Search in OOP
Interpolation Search in OOP
Comparing Search Algorithms in an OOP Context
Module 11: Recursion and OOP
Module 11: Recursion and OOP
Recursive Algorithms in an OOP Framework
Dividing and Conquering in OOP
Tail Recursion and Optimization in OOP
Advanced Recursive Techniques in OOP
Module 12: Dynamic Programming and OOP
Module 12: Dynamic Programming and OOP
Dynamic Programming Concept in OOP
Memoization and Tabulation in OOP
Solving Problems with Dynamic Programming in OOP
OOP Approaches to Dynamic Programming
Module 13: Object-Oriented Design Patterns for Data Structures
Module 13: Object-Oriented Design Patterns for Data Structures
Design Patterns in Data Structures
Adapter and Bridge Patterns in OOP
Decorator and Composite Patterns in OOP
Object-Oriented Strategies for Data Structures
Module 14: Object-Oriented Strategies for Algorithm Design
Module 14: Object-Oriented Strategies for Algorithm Design
Strategy Pattern in OOP
Template Method Pattern in OOP
Factory Method Pattern in OOP
Applying Patterns to Algorithm Design in OOP
Module 15: Object-Oriented Application of Heuristic Algorithms
Module 15: Object-Oriented Application of Heuristic Algorithms
Heuristic Algorithms in an OOP Context
OOP Implementation of Genetic Algorithms
Simulated Annealing and OOP
Application of Heuristics in Object-Oriented Design
Module 16: OOP and Concurrent Data Structures
Module 16: OOP and Concurrent Data Structures
Concurrency and OOP Data Structures
Thread-Safe Data Structures in OOP
Concurrent Operations in OOP
Locking Mechanisms and OOP
Module 17: OOP and Persistent Data Structures
Module 17: OOP and Persistent Data Structures
Persistent Data Structures in an OOP Context
Functional Persistence and OOP
Immutable Data Structures in OOP
Persistence Strategies and OOP
Module 18: OOP and Probabilistic Data Structures
Module 18: OOP and Probabilistic Data Structures
Probabilistic Data Structures in OOP
Bloom Filters in an OOP Framework
HyperLogLog and OOP
Implementation of Probabilistic Structures in OOP
Module 19: OOP and Spatial Data Structures
Module 19: OOP and Spatial Data Structures
Spatial Data Structures in OOP
Quad Trees and Octrees in OOP
R-Trees in an OOP Framework
OOP Strategies for Spatial Databases
Module 20: OOP and Compressed Data Structures
Module 20: OOP and Compressed Data Structures
Compressed Data Structures in OOP
Compressed Tries in an OOP Context
Implementation of Compression in OOP
Advantages and Limitations of Compression in OOP
Module 21: OOP and External Memory Data Structures
Module 21: OOP and External Memory Data Structures
External Memory Algorithms in OOP
B-Trees in OOP
OOP Strategies for External Memory Management
Disk-Based Data Structures in an OOP Framework
Module 22: Object-Oriented Integration of Data Structures
Module 22: Object-Oriented Integration of Data Structures
Integrating Various Data Structures in OOP
Combining Data Structures in OOP
Managing Combined Data Structures in OOP
OOP Design Patterns for Integrated Structures
Module 23: OOP and Data Structures for Machine Learning
Module 23: OOP and Data Structures for Machine Learning
Data Structures for ML in OOP
Tree Structures and ML Algorithms in OOP
Integration of Data Structures in ML Frameworks
OOP-Based Structures for Model Implementation
Module 24: Capstone Project and Course Conclusion
Module 24: Capstone Project and Course Conclusion
Introduction to the Capstone Project
Project Planning and Execution
Final Presentation
Course Recap and Conclusion
Review Request
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