AI/ML Mindmap

aimlmindmap.md

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AI/ML Engineering

Core Infrastructure

Compute Systems

• High-Performance Computing
  • GPU/TPU Resources
  • Distributed Systems
  • Edge Computing
• Industrial Computing
  • IIoT Systems
  • Control System Integration
  • Real-time Processing
• Robotics Hardware
  • Sensor Integration
  • Multi-modal Systems
  • Control Hardware

Data Infrastructure

• Storage & Management
  • Data Lakes & Warehouses
  • Time-series Systems
  • Vector Stores
• Feature Engineering
  • Feature Stores
  • Online/Offline Serving
  • Feature Versioning
• Signal Processing
  • Signal Conditioning
  • Filtering Systems
  • Frequency Analysis
• Industrial Data
  • Sensor Networks
  • Process Data
  • Quality Data
• Training Data
  • Dataset Management
  • Data Versioning
  • Data Quality

Platform Infrastructure

• MLOps Systems
  • Experiment Management
  • Model Registry
  • Pipeline Orchestration
• Development Platforms
  • IDE Integration
  • Testing Frameworks
  • Debugging Tools
• Low-Code/No-Code Platforms
  • Visual Model Builders
  • Automated Pipeline Tools
  • Drag-and-Drop Analytics
• Deployment Platforms
  • Serving Systems
  • API Management
  • Load Balancing

Intelligence Systems

Learning Systems

• Model Development
  • Architecture Design
  • Training Systems
  • Optimization Methods
• AutoML Systems
  • Automated Feature Engineering
  • Model Selection
  • Architecture Search
• Visual Development
  • No-Code Model Building
  • Visual Pipeline Design
  • Automated Deployment
• Robotic Learning
  • Policy Learning
  • Imitation Learning
  • Multi-agent Learning
• Transfer Systems
  • Domain Adaptation
  • Few-shot Learning
  • Continual Learning

Perception Systems

• Visual Intelligence
  • Image Understanding
  • Video Analysis
  • 3D Perception
• Signal Intelligence
  • Waveform Analysis
  • Pattern Recognition
  • Anomaly Detection
• Sensor Intelligence
  • Multi-sensor Fusion
  • State Estimation
  • Condition Monitoring
• Industrial Perception
  • Quality Inspection
  • Process Monitoring
  • Defect Detection
• Event Detection
  • Temporal Event Recognition
  • Change Point Detection
  • Pattern Matching

Control & Automation

• Intelligent Control
  • Adaptive Control
  • Learning-based Control
  • Predictive Control
• Process Automation
  • Workflow Automation
  • Decision Systems
  • Quality Control
• Robotic Control
  • Motion Planning
  • Task Planning
  • Coordination Systems

Production & Operations

Deployment Systems

• CI/CD Pipeline
  • Testing Automation
  • Deployment Automation
  • Version Control
• Visual Deployment
  • No-Code Deployment
  • Automated Publishing
  • Visual Monitoring
• Runtime Systems
  • Container Orchestration
  • Service Management
  • Resource Management
• Edge Deployment
  • Mobile Deployment
  • IoT Integration
  • Edge-Cloud Sync

Solution Management

• Platform Administration
  • User Management
  • Resource Control
  • Access Governance
• Visual Management
  • No-Code Dashboards
  • Visual Analytics
  • Automated Reporting
• Workflow Management
  • Process Automation
  • Task Orchestration
  • Integration Management
• No-Code Governance
  • Solution Templates
  • Component Libraries
  • Best Practice Enforcement
  • Usage Monitoring
  • Compliance Checking
• Platform Governance
  • User Role Management
  • Permission Controls
  • Resource Quotas
  • Activity Auditing
• Change Management
  • Version Control
  • Release Management
  • Configuration Control
• Quality Assurance
  • Automated Testing
  • Performance Monitoring
  • Validation Rules

Monitoring & Maintenance

• System Monitoring
  • Performance Tracking
  • Resource Monitoring
  • Health Checks
• Signal Monitoring
  • Real-time Analysis
  • Signal Quality
  • Threshold Detection
• Diagnostic Systems
  • Signal-based Diagnostics
  • Fault Classification
  • Root Cause Analysis
• Model Monitoring
  • Drift Detection
  • Performance Metrics
  • Quality Metrics
• Predictive Maintenance
  • Equipment Monitoring
  • Failure Prediction
  • Maintenance Planning

Optimization Systems

• Resource Optimization
  • Compute Efficiency
  • Memory Management
  • Cost Optimization
• Process Optimization
  • Workflow Optimization
  • Energy Efficiency
  • Yield Optimization
• Performance Optimization
  • Latency Reduction
  • Throughput Enhancement
  • Scale Optimization

Applications & Solutions

Industrial Solutions

• Manufacturing Systems
  • Process Control
  • Quality Management
  • Production Planning
• Inspection Systems
  • NDT Analysis
  • Automated Inspection
  • Flaw Detection
• Monitoring Solutions
  • Vibration Analysis
  • Acoustic Monitoring
  • Thermal Inspection
• Digital Twins
  • Process Modeling
  • Real-time Simulation
  • What-if Analysis
• Supply Chain
  • Demand Prediction
  • Inventory Management
  • Logistics Optimization

Robotics Solutions

• Manufacturing Robotics
  • Assembly Systems
  • Manipulation Tasks
  • Process Automation
• Collaborative Systems
  • Human-Robot Interaction
  • Safety Systems
  • Shared Autonomy
• Autonomous Systems
  • Navigation
  • Task Execution
  • Fleet Management

Specialized Applications

• Medical Systems
  • Diagnostic AI
  • Treatment Planning
  • Medical Robotics
• Financial Systems
  • Risk Analysis
  • Trading Systems
  • Fraud Detection
• Environmental Systems
  • Climate Modeling
  • Resource Management
  • Sustainability

Quality & Compliance

Quality Assurance

• System Quality
  • Code Quality
  • Architecture Quality
  • Performance Quality
• Model Quality
  • Validation Methods
  • Testing Strategies
  • Quality Metrics
• No-Code Quality
  • Component Validation
  • Integration Testing
  • Performance Standards
  • Visual Flow Verification
  • Template Compliance
• Process Quality
  • Workflow Validation
  • Standard Compliance
  • Quality Control

Governance & Control

• Solution Governance
  • Development Standards
  • Approval Workflows
  • Component Control
• Platform Controls
  • Access Management
  • Resource Controls
  • Usage Policies
• No-Code Governance
  • Citizen Developer Policies
  • Component Guidelines
  • Usage Boundaries
  • Shadow IT Prevention
• Risk Management
  • Security Assessment
  • Compliance Monitoring
  • Risk Mitigation

Compliance & Standards

• Regulatory Compliance
  • Industry Standards
  • Safety Standards
  • Environmental Standards
• Documentation
  • Technical Documentation
  • Compliance Records
  • Audit Trails
• No-Code Compliance
  • Solution Documentation
  • Version History
  • Change Tracking
  • Impact Analysis
  • Dependency Management
• Governance
  • Policy Management
  • Risk Management
  • Change Control

Knowledge & Education

Learning Resources

• Technical Training
  • Programming Skills
  • ML Fundamentals
  • System Design
• Visual Learning Tools
  • No-Code Platforms
  • Interactive Builders
  • Visual Analytics
• Domain Knowledge
  • Industry Applications
  • Best Practices
  • Design Patterns
• Learning Platforms
  • Interactive Tutorials
  • Virtual Labs
  • Project Exercises

Development Approaches

• Traditional Development
  • Software Engineering
  • API Development
  • System Integration
• Low-Code Development
  • Visual Development
  • Template-Based Solutions
  • Rapid Prototyping
• No-Code Solutions
  • Citizen Data Science
  • Business User Tools
  • Automated Analytics
• Hybrid Approaches
  • Code/No-Code Integration
  • Custom Extensions
  • Platform Customization

Professional Development

• Career Development
  • Skill Paths
  • Role Progression
  • Specializations
• Certification
  • Technical Certifications
  • Industry Certifications
  • Specialized Training
• Continuous Learning
  • Technology Updates
  • Industry Trends
  • Research Developments

Assessment & Growth

• Skill Assessment
  • Technical Evaluation
  • Project Review
  • Performance Analysis
• Progress Tracking
  • Learning Analytics
  • Competency Mapping
  • Goal Setting
• Professional Support
  • Mentoring Programs
  • Expert Consultation
  • Knowledge Sharing