CSA-CF Cloud System Foundation
Foundation credential for cloud system learners.
FOUNDATION · 36 months
USD 149.00
View certificationCSA core certifications and AI industry role credentials now have public detail pages, exam outlines, related courses, certificate samples and application entries.
Foundation, engineer, architect, security, teacher and partner institution credentials.
Foundation credential for cloud system learners.
FOUNDATION · 36 months
USD 149.00
View certificationEngineer credential for deployment, operations and automation.
ENGINEER · 36 months
USD 249.00
View certificationArchitect credential for system design and governance.
ARCHITECT · 36 months
USD 349.00
View certificationSecurity credential for cloud risk and controls.
SPECIALIST · 36 months
USD 299.00
View certificationTeacher credential for CSA-approved instruction.
TEACHER · 36 months
USD 199.00
View certificationInstitution credential for approved education partners.
PARTNER · 36 months
USD 499.00
View certificationEach AI industry role has its own credential page, assessment scope and application entry.
Top-tier PhD with strong mathematical foundations; track record of top-conference papers and patents; sets technical strategy and drives foundational AI breakthroughs.
View certificationProficient in PyTorch/TensorFlow; distributed training, Mixture-of-Experts (MoE), RLHF, and CUDA kernel-level optimization.
View certificationPublishes peer-reviewed papers and files patents; focuses on theoretical innovation rather than applied engineering.
View certificationBuilds cross-modal models, such as CLIP-style architectures, that fuse image, text and speech understanding.
View certificationObject detection, image segmentation, pose estimation and 3D reconstruction; OpenCV and PyTorch Vision.
View certificationLanguage modeling and text processing; Hugging Face ecosystem; embeddings and vector-based retrieval.
View certificationPython, ML frameworks, SQL/NoSQL, feature engineering; MLOps fundamentals including CI/CD, Docker, Kubernetes and cloud platforms.
View certificationFull-stack delivery with Vue/React/Next.js, FastAPI/Flask/Django, vector databases, RAG pipelines, LangChain/LlamaIndex and inference optimization.
View certificationKubernetes, Docker, CI/CD pipelines; model versioning with MLflow, A/B testing frameworks and feature stores.
View certificationDocker/Kubernetes containerization; lightweight on-premise and edge-device model deployment for offline-capable systems.
View certificationDesigns and maintains high-performance computing clusters for foundation-model training; GPU allocation, memory bandwidth and inference latency optimization.
View certificationAutomated test-case generation, model evaluation metrics and red-teaming for AI systems.
View certificationPrompting frameworks such as CRISP and RACE, chain-of-thought and few-shot techniques; working knowledge of GPT, Claude, Gemini and domain-specific prompting.
View certificationFeeds and labels training data, tunes prompts and reviews model outputs; no specific academic background required.
View certificationUnderstands agentic systems versus single-model API applications; production-grade agent deployment and multi-agent workflow orchestration.
View certificationLightweight fine-tuning techniques such as LoRA and DeepSpeed to adapt foundation models to specific tasks.
View certificationProficiency with Stable Diffusion, Blender and similar tools; virtual-human design and motion-capture pipelines.
View certificationUnderstands model capability boundaries, training pipelines and evaluation methods; judges which tasks are AI-suited.
View certificationDeep familiarity with industry-specific core systems such as manufacturing MES or healthcare HIS plus hands-on project delivery experience.
View certificationCombines domain experience in areas such as healthcare, finance or manufacturing with applied AI tool fluency to solve real business problems.
View certificationBroad knowledge of LLMs, MLOps and computer vision; typically 8+ years of experience; advisory-oriented client-facing role.
View certificationDefends against adversarial attacks, prompt injection and model poisoning; builds guardrails around deployed models.
View certificationProficient with confusion matrices and other evaluation tools; detects and helps correct algorithmic bias.
View certificationLegal, policy or ethics background; understands regulatory frameworks such as the EU AI Act; conducts bias audits, compliance review and explainability analysis.
View certificationIndustrial and service robots; visual perception, motion control and decision optimization; combined hardware and software skill set.
View certificationMultimodal perception, path planning and decision-making algorithms for self-driving systems.
View certificationServer, network and storage hardware installation and troubleshooting; Windows Server and Linux administration; 24/7 shift rotation; low/high-voltage electrical work certificate often preferred.
View certificationInstallation, configuration and troubleshooting of servers, switches, routers and firewalls; virtualization with VMware/KVM; data center power, precision cooling and fire-suppression systems.
View certificationDesign and operation of high-performance GPU clusters and AI/cloud platform architecture; network topology planning and hardware fault diagnosis.
View certificationOperating AI platforms on dedicated hardware; writing deployment runbooks; continuous improvement of inspection routines; standardized issue troubleshooting.
View certificationKubernetes cluster management with Operators and service mesh, Helm packaging and GPU server tuning; typically manages 50+ node clusters.
View certificationPrometheus + Thanos monitoring stack; applying machine learning to operations, including LSTM-based forecasting, anomaly detection and log clustering.
View certificationDocker/Kubernetes operations, monitoring and alerting; Nginx/Keepalived maintenance and tuning; Shell/Python scripting for automation.
View certificationOn-site installation, commissioning and program optimization for industrial robots and automation equipment; teach-programming, path planning, fixture integration and signal coordination.
View certificationField commissioning and maintenance of service robots; service-robot commissioning and maintenance responsibilities aligned with national occupational standards.
View certificationOn-site installation, commissioning and repair of robotic equipment; after-sales technical support and customer issue resolution.
View certificationOn-site installation and commissioning of robot and 3D vision systems; background in image processing, automation, mechanical or electrical engineering.
View certificationHardware performance testing and fault diagnosis using debugging equipment and test instruments; working knowledge of C/C++, ROS and Linux.
View certificationOn-site hardware installation and hardware/software system commissioning for IoT project deployments.
View certificationOperations and maintenance of IoT hardware terminals and the associated software platform.
View certificationHardware/software development for smart terminal devices and end-to-end project delivery.
View certificationEmbedded hardware and software design; circuit and interface design for ARM/MCU platforms; RTOS driver development; optimization for low power and limited memory.
View certification