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Phase 4 Certification System

Certification System

CSA core certifications and AI industry role credentials now have public detail pages, exam outlines, related courses, certificate samples and application entries.

CSA Core

Core certification paths

Foundation, engineer, architect, security, teacher and partner institution credentials.

CSA-CF

CSA-CF Cloud System Foundation

Foundation credential for cloud system learners.

FOUNDATION · 36 months

USD 149.00

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CSA-CE

CSA-CE Cloud System Engineer

Engineer credential for deployment, operations and automation.

ENGINEER · 36 months

USD 249.00

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CSA-CA

CSA-CA Cloud System Architect

Architect credential for system design and governance.

ARCHITECT · 36 months

USD 349.00

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CSA-CS

CSA-CS Cloud Security Specialist

Security credential for cloud risk and controls.

SPECIALIST · 36 months

USD 299.00

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CSA-CT

CSA-CT Cloud System Certified Teacher

Teacher credential for CSA-approved instruction.

TEACHER · 36 months

USD 199.00

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CSA-CP

CSA-CP Cloud System Partner Institution

Institution credential for approved education partners.

PARTNER · 36 months

USD 499.00

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AI Industry

AI industry role certifications

Each AI industry role has its own credential page, assessment scope and application entry.

Research & Core Algorithms

AI Scientist / Chief Scientist

Top-tier PhD with strong mathematical foundations; track record of top-conference papers and patents; sets technical strategy and drives foundational AI breakthroughs.

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Research & Core Algorithms

AI-LLM Algorithm / Training Engineer

Proficient in PyTorch/TensorFlow; distributed training, Mixture-of-Experts (MoE), RLHF, and CUDA kernel-level optimization.

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Research & Core Algorithms

AI-Machine Learning Research Scientist

Publishes peer-reviewed papers and files patents; focuses on theoretical innovation rather than applied engineering.

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Research & Core Algorithms

AI-Multimodal Algorithm Engineer

Builds cross-modal models, such as CLIP-style architectures, that fuse image, text and speech understanding.

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Research & Core Algorithms

AI-Computer Vision Engineer

Object detection, image segmentation, pose estimation and 3D reconstruction; OpenCV and PyTorch Vision.

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Research & Core Algorithms

AI-NLP Engineer

Language modeling and text processing; Hugging Face ecosystem; embeddings and vector-based retrieval.

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Engineering & Production Deployment

AI-Machine Learning Engineer / AI Engineer

Python, ML frameworks, SQL/NoSQL, feature engineering; MLOps fundamentals including CI/CD, Docker, Kubernetes and cloud platforms.

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Engineering & Production Deployment

AI-LLM Application Development Engineer

Full-stack delivery with Vue/React/Next.js, FastAPI/Flask/Django, vector databases, RAG pipelines, LangChain/LlamaIndex and inference optimization.

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Engineering & Production Deployment

AI-MLOps / LLMOps Engineer

Kubernetes, Docker, CI/CD pipelines; model versioning with MLflow, A/B testing frameworks and feature stores.

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Engineering & Production Deployment

AI Deployment / Edge Deployment Engineer

Docker/Kubernetes containerization; lightweight on-premise and edge-device model deployment for offline-capable systems.

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Engineering & Production Deployment

AI-Generative AI Infrastructure Engineer

Designs and maintains high-performance computing clusters for foundation-model training; GPU allocation, memory bandwidth and inference latency optimization.

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Engineering & Production Deployment

AI Test / QA Engineer

Automated test-case generation, model evaluation metrics and red-teaming for AI systems.

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AI-Native Emerging Roles

AI-Prompt Engineer

Prompting frameworks such as CRISP and RACE, chain-of-thought and few-shot techniques; working knowledge of GPT, Claude, Gemini and domain-specific prompting.

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AI-Native Emerging Roles

AI Trainer / Data Annotator

Feeds and labels training data, tunes prompts and reviews model outputs; no specific academic background required.

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AI-Native Emerging Roles

AI Agent Developer / Architect

Understands agentic systems versus single-model API applications; production-grade agent deployment and multi-agent workflow orchestration.

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AI-Native Emerging Roles

AI-Fine-Tuning Engineer

Lightweight fine-tuning techniques such as LoRA and DeepSpeed to adapt foundation models to specific tasks.

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AI-Native Emerging Roles

AI-AIGC Content Creator / Technical Artist

Proficiency with Stable Diffusion, Blender and similar tools; virtual-human design and motion-capture pipelines.

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Product, Architecture & Business

AI Product Manager

Understands model capability boundaries, training pipelines and evaluation methods; judges which tasks are AI-suited.

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Product, Architecture & Business

AI-Industry Solutions Architect

Deep familiarity with industry-specific core systems such as manufacturing MES or healthcare HIS plus hands-on project delivery experience.

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Product, Architecture & Business

AI-Industry + AI Specialist

Combines domain experience in areas such as healthcare, finance or manufacturing with applied AI tool fluency to solve real business problems.

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Product, Architecture & Business

AI Solutions Consultant

Broad knowledge of LLMs, MLOps and computer vision; typically 8+ years of experience; advisory-oriented client-facing role.

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Governance, Safety & Ethics

AI Security Engineer

Defends against adversarial attacks, prompt injection and model poisoning; builds guardrails around deployed models.

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Governance, Safety & Ethics

AI-Algorithm Auditor

Proficient with confusion matrices and other evaluation tools; detects and helps correct algorithmic bias.

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Governance, Safety & Ethics

AI Ethics / Governance Officer

Legal, policy or ethics background; understands regulatory frameworks such as the EU AI Act; conducts bias audits, compliance review and explainability analysis.

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Embodied AI & Robotics

AI-Embodied AI / Humanoid Robotics Engineer

Industrial and service robots; visual perception, motion control and decision optimization; combined hardware and software skill set.

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Embodied AI & Robotics

AI-Autonomous Driving Algorithm Engineer

Multimodal perception, path planning and decision-making algorithms for self-driving systems.

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Compute Infrastructure & Data Center Operations

AI-Data Center Operations Engineer

Server, network and storage hardware installation and troubleshooting; Windows Server and Linux administration; 24/7 shift rotation; low/high-voltage electrical work certificate often preferred.

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Compute Infrastructure & Data Center Operations

AI-IT Infrastructure Engineer

Installation, configuration and troubleshooting of servers, switches, routers and firewalls; virtualization with VMware/KVM; data center power, precision cooling and fire-suppression systems.

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Compute Infrastructure & Data Center Operations

AI-GPU Cluster / Compute Platform Operations Engineer

Design and operation of high-performance GPU clusters and AI/cloud platform architecture; network topology planning and hardware fault diagnosis.

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Compute Infrastructure & Data Center Operations

AI Platform Operations Engineer

Operating AI platforms on dedicated hardware; writing deployment runbooks; continuous improvement of inspection routines; standardized issue troubleshooting.

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Compute Infrastructure & Data Center Operations

AI-Cloud-Native / Container Operations Engineer

Kubernetes cluster management with Operators and service mesh, Helm packaging and GPU server tuning; typically manages 50+ node clusters.

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AIOps & Intelligent Operations Development

AI-AIOps Engineer

Prometheus + Thanos monitoring stack; applying machine learning to operations, including LSTM-based forecasting, anomaly detection and log clustering.

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AIOps & Intelligent Operations Development

AI Operations Development Engineer

Docker/Kubernetes operations, monitoring and alerting; Nginx/Keepalived maintenance and tuning; Shell/Python scripting for automation.

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Robotics & Automation Installation

AI-Industrial Robot Commissioning Engineer

On-site installation, commissioning and program optimization for industrial robots and automation equipment; teach-programming, path planning, fixture integration and signal coordination.

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Robotics & Automation Installation

AI-Service Robot Commissioning / Maintenance Engineer

Field commissioning and maintenance of service robots; service-robot commissioning and maintenance responsibilities aligned with national occupational standards.

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Robotics & Automation Installation

AI-Robot Field Installation / After-Sales Engineer

On-site installation, commissioning and repair of robotic equipment; after-sales technical support and customer issue resolution.

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Robotics & Automation Installation

AI-Machine Vision / 3D Vision Commissioning Engineer

On-site installation and commissioning of robot and 3D vision systems; background in image processing, automation, mechanical or electrical engineering.

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Robotics & Automation Installation

AI-Humanoid Robot Hardware Commissioning Engineer

Hardware performance testing and fault diagnosis using debugging equipment and test instruments; working knowledge of C/C++, ROS and Linux.

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IoT & Smart Terminal Implementation

AI-IoT Implementation Engineer

On-site hardware installation and hardware/software system commissioning for IoT project deployments.

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IoT & Smart Terminal Implementation

AI-IoT Operations Engineer

Operations and maintenance of IoT hardware terminals and the associated software platform.

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IoT & Smart Terminal Implementation

AI-Smart Terminal Development Engineer

Hardware/software development for smart terminal devices and end-to-end project delivery.

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IoT & Smart Terminal Implementation

AI-Embedded Hardware / Systems Engineer

Embedded hardware and software design; circuit and interface design for ARM/MCU platforms; RTOS driver development; optimization for low power and limited memory.

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