DS & Algo For DevOps Engineers (DADE)

Introduction to DS & Algo

• Introduction to DS & Algo
• Understanding Complexity Analysis (Big O Notation)

Arrays

• Basics and Operations!

• Use Cases in DevOps

Linked Lists

• Singly and Doubly Linked Lists
• Use Cases in DevOps

Stacks and Queues

• Implementation and Operations
• Use Cases in DevOps

Hash Tables

• Basics, Collision Resolution
• Use Cases in DevOps

Trees

• Binary Trees, Binary Search Trees, AVL Trees
• Use Cases in DevOps

Graphs

• Basics, Representations (Adjacency List, Matrix)
• Use Cases in DevOps

Sorting Algorithms

• Bubble Sort, Selection Sort, Insertion Sort, Merge Sort, Quick Sort
• Use Cases in DevOps

Searching Algorithms

• Linear Search, Binary Search
• Use Cases in DevOps

Graph Algorithms

• Depth-First Search (DFS), Breadth-First Search (BFS)
• Shortest Path Algorithms (Dijkstra, A*)
• Use Cases in DevOps

Dynamic Programming

• Basic Concepts, Common Problems (Knapsack, Fibonacci, etc.)
• Use Cases in DevOps

Advanced Data Structures

• Heaps, Trie, Segment Trees, Disjoint Set (Union-Find)
• Use Cases in DevOps

Concurrency and Parallelism

• Basics of Multithreading and Multiprocessing
• Use Cases in DevOps

Optimization Techniques

• Greedy Algorithms, Backtracking
• Use Cases in DevOps

Distributed Algorithms

• Consensus Algorithms (Paxos, Raft)
• Use Cases in DevOps

Practical Applications

• Real-world Scenarios
  • Log Processing and Analysis
  • Automated Deployment Strategies
  • Resource Management in Cloud Environments
  • CI/CD Pipeline Optimization
  • Performance Monitoring and Optimization

Programming Languages

• Using Python, Go, and Other Languages like JS

Hands-on Projects

• Project Work
  • Implementing and Optimizing CI/CD Pipelines
  • Developing a Resource Monitoring System
  • Building a Custom Scheduler
  • Designing a Load Balancer