niladrridas / airline-booking-system Goto Github PK

Artificial Intelligence (AI)
│
├── Data Science (DS)
│   ├── Data Analysis
│   ├── Data Visualization
│   ├── Statistical Modeling
│   ├── Big Data
│   └── Data Engineering
│
├── Machine Learning (ML)
│   ├── Supervised Learning
│   │   ├── Regression
│   │   ├── Classification
│   │   └── Time Series Analysis
│   ├── Unsupervised Learning
│   │   ├── Clustering
│   │   └── Dimensionality Reduction
│   ├── Semi-Supervised Learning
│   ├── Reinforcement Learning (RL)
│   └── Deep Learning (DL)
│       ├── Neural Networks
│       ├── Convolutional Neural Networks (CNNs)
│       ├── Recurrent Neural Networks (RNNs)
│       ├── Generative Adversarial Networks (GANs)
│       └── Transformers
│
├── Natural Language Processing (NLP)
│   ├── Text Processing
│   ├── Sentiment Analysis
│   ├── Machine Translation
│   ├── Named Entity Recognition (NER)
│   ├── Speech Recognition
│   └── Text Generation
│
├── Computer Vision
│   ├── Image Classification
│   ├── Object Detection
│   ├── Image Segmentation
│   ├── Facial Recognition
│   └── Video Analysis
│
├── Robotics
│   ├── Autonomous Vehicles
│   ├── Drones
│   ├── Robotic Process Automation (RPA)
│   ├── Industrial Robots
│   └── Humanoid Robots
│
├── Expert Systems
│   ├── Medical Diagnosis
│   ├── Financial Analysis
│   ├── Fraud Detection
│   └── Decision Support Systems
│
└── Generative AI
    ├── Text Generation
    ├── Image Generation
    ├── Music Generation
    └── Video Generation

Software Engineering
│
├── Software Development Life Cycle
│   ├── Requirements Gathering
│   ├── Analysis
│   ├── Design
│   ├── Implementation
│   ├── Testing
│   ├── Deployment
│   └── Maintenance
│
├── Software Design
│   ├── Architectural Design
│   ├── Component Design
│   ├── Interface Design
│   ├── Data Design
│   └── Algorithm Design
│
├── Programming Languages
│   ├── Procedural Programming Languages
│   │   ├── C
│   │   ├── C++
│   │   └── Java
│   ├── Object-Oriented Programming Languages
│   │   ├── Java
│   │   ├── C#
│   │   └── Python
│   ├── Functional Programming Languages
│   │   ├── Haskell
│   │   ├── Lisp
│   │   └── Scala
│   └── Scripting Languages
│       ├── Python
│       ├── Ruby
│       └── PHP
│
├── Software Testing
│   ├── Unit Testing
│   ├── Integration Testing
│   ├── System Testing
│   ├── Acceptance Testing
│   └── Regression Testing
│
├── Software Engineering Tools
│   ├── Version Control Systems
│   │   ├── Git
│   │   ├── SVN
│   │   └── Mercurial
│   ├── Integrated Development Environments (IDEs)
│   │   ├── Eclipse
│   │   ├── Visual Studio
│   │   └── IntelliJ IDEA
│   └── Project Management Tools
│       ├── Jira
│       ├── Trello
│       └── Asana
│
└── Software Engineering Methodologies
    ├── Agile Development
    ├── Waterfall Development
    ├── V-Model Development
    ├── Spiral Development
    └── Extreme Programming (XP)

Computer Networking
│
├── Network Fundamentals
│   ├── Network Topology
│   ├── Network Protocols
│   ├── OSI Model
│   ├── TCP/IP Model
│   └── Network Devices
│
├── Network Architecture
│   ├── LAN (Local Area Network)
│   ├── WAN (Wide Area Network)
│   ├── MAN (Metropolitan Area Network)
│   ├── WLAN (Wireless Local Area Network)
│   └── WiMAX (Worldwide Interoperability for Microwave Access)
│
├── Network Protocols
│   ├── TCP/IP Suite
│   │   ├── TCP (Transmission Control Protocol)
│   │   ├── IP (Internet Protocol)
│   │   ├── UDP (User Datagram Protocol)
│   │   ├── ICMP (Internet Control Message Protocol)
│   │   └── IGMP (Internet Group Management Protocol)
│   ├── DNS and DHCP
│   │   ├── DNS (Domain Name System)
│   │   └── DHCP (Dynamic Host Configuration Protocol)
│   └── Network Security
│       ├── Firewalls
│       ├── VPN (Virtual Private Network)
│       ├── SSL/TLS (Secure Sockets Layer/Transport Layer Security)
│       └── Authentication and Authorization
│
├── Network Management
│   ├── Network Monitoring
│   ├── Network Troubleshooting
│   ├── Network Configuration
│   └── Network Performance Optimization
│
└── Network Applications
    ├── Email
    ├── FTP (File Transfer Protocol)
    ├── HTTP (Hypertext Transfer Protocol)
    ├── SSH (Secure Shell)
    └── Telnet

Hardware
│
├── Computer Systems
│   ├── CPU (Central Processing Unit)
│   ├── Motherboard
│   ├── Memory (RAM)
│   ├── Storage (HDD, SSD, etc.)
│   └── Power Supply
│
├── Input/Output Devices
│   ├── Keyboard
│   ├── Mouse
│   ├── Monitor
│   ├── Printer
│   └── Scanner
│
├── Storage Devices
│   ├── Hard Disk Drive (HDD)
│   ├── Solid-State Drive (SSD)
│   ├── Flash Drive
│   ├── CD/DVD Drive
│   └── Tape Drive
│
├── Networking Hardware
│   ├── Network Interface Card (NIC)
│   ├── Router
│   ├── Switch
│   ├── Modem
│   └── Wi-Fi Adapter
│
├── Mobile Devices
│   ├── Smartphone
│   ├── Tablet
│   ├── Laptop
│   └── Wearable Devices
│
├── Embedded Systems
│   ├── Microcontrollers
│   ├── Robotics
│   ├── Automotive Systems
│   └── IoT Devices
│
└── Peripherals
    ├── Graphics Card
    ├── Sound Card
    ├── Network Card
    └── Other Peripherals

Technical Support
│
├── Help Desk
│   ├── Ticketing Systems
│   ├── Incident Management
│   └── Problem Management
│
├── Troubleshooting
│   ├── Hardware Troubleshooting
│   ├── Software Troubleshooting
│   ├── Network Troubleshooting
│   └── System Troubleshooting
│
├── Technical Documentation
│   ├── User Manuals
│   ├── Technical Guides
│   ├── Release Notes
│   └── Knowledge Base
│
├── Customer Service
│   ├── Communication Skills
│   ├── Conflict Resolution
│   ├── Customer Feedback
│   └── Service Level Agreements (SLAs)
│
├── IT Service Management
│   ├── ITIL (Information Technology Infrastructure Library)
│   ├── Service Desk
│   ├── Change Management
│   └── Continuity Management
│
├── Remote Support
│   ├── Remote Desktop
│   ├── Virtual Private Network (VPN)
│   ├── Screen Sharing
│   └── Online Meeting Tools
│
└── Support Tools
    ├── Diagnostic Tools
    ├── System Monitoring Tools
    ├── Log Analysis Tools
    └── Automation Tools

Software Development
│
├── Programming Languages
│   ├── Python
│   ├── Java
│   ├── C++
│   └── JavaScript
│
├── Development Frameworks
│   ├── React
│   ├── Angular
│   ├── Vue.js
│   └── Ruby on Rails
│
├── Databases
│   ├── Relational Databases
│   ├── NoSQL Databases
│   ├── Graph Databases
│   └── Database Modeling
│
├── Software Design Patterns
│   ├── Creational Patterns
│   ├── Structural Patterns
│   ├── Behavioral Patterns
│   └── Architectural Patterns
│
├── Testing and Debugging
│   ├── Unit Testing
│   ├── Integration Testing
│   ├── System Testing
│   └── Debugging Techniques
│
├── Version Control Systems
│   ├── Git
│   ├── SVN
│   ├── Mercurial
│   └── CVS
│
└── Agile Development
    ├── Scrum
    ├── Kanban
    ├── Lean Software Development
    └── Extreme Programming (XP)

Networking
│
├── Network Fundamentals
│   ├── TCP/IP
│   ├── DNS
│   ├── DHCP
│   └── Network Topology
│
├── Network Architectures
│   ├── LAN
│   ├── WAN
│   ├── Wi-Fi
│   └── Network Virtualization
│
├── Network Protocols
│   ├── HTTP
│   ├── FTP
│   ├── SSH
│   └── SMTP
│
├── Network Security
│   ├── Firewalls
│   ├── VPNs
│   ├── Access Control
│   └── Network Segmentation
│
├── Network Management
│   ├── Network Monitoring
│   ├── Network Troubleshooting
│   ├── Network Configuration
│   └── Network Optimization
│
└── Network Devices
    ├── Routers
    ├── Switches
    ├── Firewalls
    └── Network Interface Cards (NICs)

Cybersecurity
│
├── Security Fundamentals
│   ├── Confidentiality, Integrity, and Availability (CIA)
│   ├── Threats, Vulnerabilities, and Risks (TVR)
│   ├── Security Policies and Procedures
│   └── Security Awareness and Training
│
├── Network Security
│   ├── Network Architecture and Design
│   ├── Network Protocols and Devices
│   ├── Firewalls and Access Control
│   └── Network Segmentation and Isolation
│
├── Cryptography
│   ├── Encryption and Decryption
│   ├── Hash Functions and Digital Signatures
│   ├── Symmetric and Asymmetric Cryptography
│   └── Cryptographic Protocols and Algorithms
│
├── Identity and Access Management (IAM)
│   ├── Authentication, Authorization, and Accounting (AAA)
│   ├── Identity Management and Provisioning
│   ├── Access Control Models and Mechanisms
│   └── Identity Federation and Single Sign-On (SSO)
│
├── Threat Intelligence and Incident Response
│   ├── Threat Intelligence Gathering and Analysis
│   ├── Incident Response Planning and Execution
│   ├── Threat Hunting and Vulnerability Management
│   └── Digital Forensics and Incident Response
│
├── Cloud Security
│   ├── Cloud Computing Models and Services
│   ├── Cloud Security Architecture and Design
│   ├── Cloud Security Controls and Compliance
│   └── Cloud Security Monitoring and Incident Response
│
├── Application Security
│   ├── Secure Coding Practices and Guidelines
│   ├── Web Application Security and OWASP Top 10
│   ├── Mobile Application Security and Threats
│   └── Secure Development Life Cycle (SDLC)
│
├── Data Security
│   ├── Data Classification and Protection
│   ├── Data Encryption and Masking
│   ├── Data Loss Prevention (DLP) and Backup
│   └── Data Governance and Compliance
│
├── Compliance and Regulatory Issues
│   ├── HIPAA and Healthcare Security
│   ├── PCI-DSS and Payment Card Security
│   ├── GDPR and EU Data Protection
│   └── NIST Cybersecurity Framework and Compliance
│
└── Cybersecurity Management and Governance
    ├── Cybersecurity Governance and Risk Management
    ├── Cybersecurity Policy and Procedure Development
    ├── Cybersecurity Awareness and Training Programs
    └── Cybersecurity Budgeting and Resource Allocation

Mathematics
│
├── Arithmetic
│   ├── Numbers and Operations
│   ├── Fractions and Decimals
│   ├── Percentages
│   └── Ratios and Proportions
│
├── Algebra
│   ├── Equations and Inequalities
│   ├── Linear Algebra
│   ├── Quadratic Equations
│   └── Functions
│
├── Geometry
│   ├── Points, Lines, and Planes
│   ├── Angles and Measurements
│   ├── Triangles and Quadrilaterals
│   └── Circles and Spheres
│
├── Calculus
│   ├── Limits
│   ├── Derivatives
│   ├── Integrals
│   └── Multivariable Calculus
│
├── Statistics and Probability
│   ├── Descriptive Statistics
│   ├── Inferential Statistics
│   ├── Probability Theory
│   └── Regression Analysis
│
├── Trigonometry
│   ├── Angles and Triangles
│   ├── Trigonometric Functions
│   ├── Identities and Equations
│   └── Applications of Trigonometry
│
├── Graph Theory
│   ├── Graph Basics
│   ├── Graph Traversal
│   ├── Graph Algorithms
│   └── Network Flow
│
├── Combinatorics
│   ├── Permutations and Combinations
│   ├── Recurrence Relations
│   ├── Generating Functions
│   └── Inclusion-Exclusion Principle
│
├── Number Theory
│   ├── Divisibility and Prime Numbers
│   ├── Congruences and Diophantine Equations
│   ├── Cryptography
│   └── Modular Arithmetic
│
├── Mathematical Physics
│   ├── Classical Mechanics
│   ├── Electromagnetism
│   ├── Thermodynamics
│   └── Quantum Mechanics
│
└── Mathematical Biology
    ├── Population Dynamics
    ├── Epidemiology
    ├── Ecology
    └── Systems Biology

Data Science
│
├── Data Analysis
│   ├── Descriptive Statistics
│   ├── Inferential Statistics
│   └── Data Visualization
│
├── Machine Learning
│   ├── Supervised Learning
│   │   ├── Regression
│   │   ├── Classification
│   │   └── Time Series Analysis
│   ├── Unsupervised Learning
│   │   ├── Clustering
│   │   └── Dimensionality Reduction
│   ├── Semi-Supervised Learning
│   └── Reinforcement Learning
│
├── Data Visualization
│   ├── Matplotlib
│   ├── Seaborn
│   └── Plotly
│
├── Data Mining
│   ├── Association Rule Mining
│   ├── Clustering
│   └── Decision Trees
│
├── Big Data
│   ├── Hadoop
│   ├── Spark
│   └── NoSQL Databases
│
└── Data Engineering
    ├── Data Warehousing
    ├── ETL (Extract, Transform, Load)
    └── Data Pipelines

Machine Learning
│
├── Supervised Learning
│   ├── Regression
│   │   ├── Linear Regression
│   │   ├── Ridge Regression
│   │   └── Lasso Regression
│   ├── Classification
│   │   ├── Logistic Regression
│   │   ├── Decision Trees
│   │   └── Random Forest
│   └── Time Series Analysis
│       ├── ARIMA
│       ├── Prophet
│       └── LSTM
│
├── Unsupervised Learning
│   ├── Clustering
│   │   ├── K-Means
│   │   ├── Hierarchical Clustering
│   │   └── DBSCAN
│   ├── Dimensionality Reduction
│   │   ├── PCA
│   │   ├── t-SNE
│   │   └── Autoencoders
│   └── Anomaly Detection
│       ├── One-Class SVM
│       ├── Local Outlier Factor
│       └── Isolation Forest
│
├── Semi-Supervised Learning
│   ├── Self-Training
│   ├── Co-Training
│   └── Generative Adversarial Networks
│
├── Reinforcement Learning
│   ├── Q-Learning
│   ├── SARSA
│   └── Deep Q-Networks
│
└── Deep Learning
    ├── Neural Networks
    ├── Convolutional Neural Networks
    ├── Recurrent Neural Networks
    └── Transformers

Natural Language Processing
│
├── Text Preprocessing
│   ├── Tokenization
│   ├── Stopword Removal
│   └── Stemming/Lemmatization
│
├── Text Representation
│   ├── Bag-of-Words
│   ├── TF-IDF
│   └── Word Embeddings
│
├── Sentiment Analysis
│   ├── Binary Classification
│   ├── Multi-Class Classification
│   └── Regression
│
├── Machine Translation
│   ├── Rule-Based Translation
│   ├── Statistical Machine Translation
│   └── Neural Machine Translation
│
├── Named Entity Recognition
│   ├── Rule-Based Approach
│   ├── Machine Learning Approach
│   └── Deep Learning Approach
│
├── Speech Recognition
│   ├── Acoustic Modeling
│   ├── Language Modeling
│   └── Decoder
│
└── Text Generation
    ├── Language Modeling
    ├── Text Classification
    └── Sequence-to-Sequence Models