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Basecamp - Engineering Mastery Roadmap

Core Computer Science Fundamentals

Data Structures

Linear Structures

  • Arrays/Lists
  • Linked Lists
    • Singly Linked List
    • Doubly Linked List
    • Circular Linked List
  • Stacks
  • Queues
  • Deques (Double-ended queues)
  • Skip Lists
  • Circular Buffers/Ring Buffers
  • Hash Tables
    • Collision Handling
    • Load Factor
  • Heaps
    • Priority Queues

Hierarchical Structures

  • Trees (Binary, AVL, Red-Black, B-Trees)
  • Tries
  • Segment Trees

Graph Structures

  • Directed/Undirected Graphs
  • Adjacency Matrix/List
  • Spanning Trees
  • Special Graphs (Bipartite, DAGs)

Others

  • Strings
  • Bit Manipulation

Algorithms

Analysis

  • Time/Space Complexity (Big O)
  • Amortized Analysis
  • P vs NP Problems

Core Algorithms

  • Sorting (QuickSort, MergeSort, HeapSort)
  • Searching (Binary, DFS, BFS)
  • Graph Algorithms (Dijkstra, Floyd-Warshall, Topological Sort)
  • Dynamic Programming (Knapsack, LCS, Matrix Chain)
  • Greedy Algorithms (Huffman Coding, Activity Selection)

Specialized Algorithms

  • Geometric Algorithms
  • Randomized Algorithms
  • Approximation Algorithms

Computer Architecture

  • Digital Logic Design
  • CPU Architecture
  • Memory Hierarchy (Cache, RAM, ROM)
  • I/O Systems
  • Parallel Computing

Programming Paradigms

  • Object-Oriented Programming (SOLID, Design by Contract)
  • Functional Programming (Monads, Recursion Schemes)
  • Procedural Programming
  • Event-Driven Architecture
  • Concurrent/Parallel Programming (Threads, Actors, CSP)

Systems Mastery

Operating Systems

  • Process Management (Scheduling, Synchronization)
  • Memory Management (Paging, Virtual Memory)
  • File Systems (NTFS, ext4, Distributed FS)
  • I/O Management (DMA, Buffering)
  • Virtualization (Hypervisors, Containers)

Computer Networks

  • Network Layers (OSI vs TCP/IP)
  • Protocols (HTTP/2, QUIC, gRPC)
  • Web Architecture (REST, GraphQL)
  • Network Security (TLS, VPNs, Firewalls)
  • Cloud Networking (CDNs, SDN)

Database Systems

Relational Databases

  • Normalization
  • Indexing (B+ Trees, Covering Indexes)
  • Transactions (ACID, Isolation Levels)
  • Query Optimization
  • Replication & Sharding

NoSQL Systems

  • Document Stores (MongoDB)
  • Key-Value Stores (Redis)
  • Column Stores (Cassandra)
  • Graph Databases (Neo4j)

Mathematical Foundations

Discrete Mathematics

  • Boolean Algebra
  • Combinatorics (Permutations, Combinations)
  • Graph Theory (Planar, Colorings)
  • Number Theory (Modular Arithmetic)
  • Complexity Theory

Calculus & Analysis

  • Limits and Continuity
  • Multivariable Calculus
  • Differential Equations
  • Numerical Methods

Linear Algebra

  • Matrix Decompositions (LU, QR, SVD)
  • Vector Spaces
  • Eigen Decomposition
  • Tensors

Probability & Statistics

  • Probability Distributions (Normal, Poisson)
  • Statistical Inference
  • Markov Chains
  • Stochastic Processes
  • Information Theory

Software Engineering Excellence

System Design

Fundamentals

  • CAP Theorem
  • Consensus Algorithms (Raft, Paxos)
  • Distributed Transactions
  • Rate Limiting

Architecture Patterns

  • Microservices
  • Event-Driven Architecture
  • CQRS
  • Map-Reduce

Scalability

  • Load Balancing
  • Caching Strategies
  • Database Sharding
  • Message Queues

Development Practices

  • Test Strategies (Unit, Integration, E2E)
  • CI/CD (Jenkins, GitHub Actions)
  • Code Quality (Linting, Static Analysis)
  • Documentation (API Docs, Architecture Decision Records)
  • Security Practices (OWASP Top 10, SAST/DAST)

Software Construction

  • API Design (REST, gRPC)
  • Design Patterns (Factory, Observer, Strategy)
  • Anti-Patterns
  • Refactoring Techniques
  • Performance Optimization

Advanced Domains

Compiler Engineering

  • Lexical Analysis
  • Syntax Analysis (LL, LR Parsers)
  • Intermediate Representations
  • Optimization Techniques
  • JIT Compilation

Cybersecurity

  • Cryptography (AES, RSA, ECC)
  • Web Security (CSP, CORS, XSS)
  • Network Security (Zero Trust)
  • Cryptanalysis
  • Blockchain Fundamentals

Specializations

Artificial Intelligence

  • Machine Learning (Supervised/Unsupervised)
  • Deep Learning (CNNs, RNNs)
  • Reinforcement Learning
  • NLP (Transformers, BERT)

Systems Programming

  • Kernel Development
  • Embedded Systems
  • Real-Time Systems
  • GPU Programming

Web Development

  • Browser Internals
  • WebAssembly
  • Progressive Web Apps
  • Web Performance

Interview Preparation

  • Algorithmic Problem Solving
  • System Design Exercises
  • Behavioral Interviews (STAR Method)
  • Whiteboard Coding Practice
  • Mock Interviews

Continuous Learning

  • Research Paper Reading
  • Open Source Contributions
  • Conference Participation (OSDI, SIGCOMM)
  • Certifications (AWS, Kubernetes)
  • Mentorship Programs

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