AI Ethics, Safety & Governance
Responsible AI principles, fairness, governance frameworks, and regulations for certification
Bias & Fairness in AIAI Governance & RegulationAI Safety & Alignment
Questions94+
Topics3
Pass70%
Professional certifications
40 professional certifications
ISTQB, QuizLab, Anthropic, Ministère de l'Intérieur — targeted MCQs, mock exams and spaced repetition to pass on your first try.
40 certificationsAI-summarized blueprint140,552 questions+52 pts average improvement
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Data & AI
8 certificationsComputer Vision
Image analysis, object detection, and visual AI for certification exams
Image SegmentationImage ClassificationAdvanced Vision Topics+1
Questions74+
Topics4
Pass70%
Mathematics for AI
Essential math foundations: linear algebra, calculus, probability & statistics for ML certifications
Probability & StatisticsInformation TheoryCalculus for ML+1
Questions119+
Topics4
Pass70%
Natural Language Processing
Text processing, language understanding, and modern NLP techniques for AI certification
Text Preprocessing & RepresentationsAdvanced NLP: RAG & Prompt EngineeringLanguage Models & Transformers+1
Questions140+
Topics4
Pass70%
MLOps & Production ML
End-to-end ML lifecycle management: pipelines, deployment, monitoring, and CI/CD for machine learning
ML Lifecycle & Experiment TrackingMonitoring, Drift & CI/CD for MLModel Deployment & Serving+1
Questions145+
Topics4
Pass70%
Generative AI
Large language models, diffusion models, GANs, VAEs, fine-tuning, and responsible AI deployment
Large Language ModelsFine-Tuning & Responsible GenAIGANs & VAEs+1
Questions151+
Topics4
Pass70%
Deep Learning
Neural network architectures, training techniques, and optimization for deep learning certification
Recurrent Neural NetworksNeural Network FundamentalsTraining Deep Networks+2
Questions167+
Topics5
Pass70%
Machine Learning Fundamentals
Core ML concepts tested across all major AI certifications: supervised, unsupervised, and reinforcement learning
Ensemble MethodsSupervised Learning — ClassificationModel Evaluation & Selection+3
Questions230+
Topics6
Pass70%
Anthropic
4 certificationsClaude Certified Architect — Foundations
Foundations-level architect certification for building production applications with Claude: Claude Code, the Claude Agent SDK, the Claude API, and the Model Context Protocol (MCP). Scenario-based multiple-choice exam (1 correct of 4) across five domains — agent architecture, tool design and MCP, Claude Code configuration, prompt engineering and structured output, and context management and reliability. Scored 100–1000, 720 to pass.
Claude Code Configuration and WorkflowsPrompt Engineering and Structured OutputAgent Architecture and Orchestration+2
Questions848+
Topics5
Pass72%
Claude Certified Associate — Foundations
Entry-level, role-agnostic certification for advising on and effectively using Claude. Covers the Claude model family and its capabilities, prompting fundamentals, the Claude product ecosystem (Claude apps, Projects, Claude Code, the API, and MCP at a conceptual level), responsible and safe use, and matching everyday use cases to the right approach. Scenario-based multiple-choice — no coding required. The Practitioner entry point to the Claude Certification Program.
The Claude Product EcosystemEveryday Use Cases and Solution PatternsResponsible and Effective Use+2
Questions1472+
Topics5
Pass70%
Claude Certified Developer — Foundations
Foundations-level developer certification for building applications on the Claude API. Covers the Messages API and its stateless multi-turn contract, tool use and function calling, structured output with JSON schemas, cost/performance features (prompt caching, the Message Batches API, model selection, rate limits), and integrating MCP servers via the official SDKs. Scenario-based multiple-choice focused on correct, production-minded API usage.
Performance, Cost, and ReliabilityStructured Output and Prompt TechniquesThe Messages API+2
Questions1362+
Topics5
Pass70%
Claude Certified Architect — Professional
Advanced architect certification for designing and operating production Claude systems at scale. Builds on Architect — Foundations (required prerequisite): advanced multi-agent orchestration, production reliability and observability, security/safety/governance, cost and performance engineering across the model tiers, and evaluation and continuous improvement. Scenario-based multiple-choice that rewards root-cause, deterministic, right-sized architectural decisions.
Evaluation, Quality, and Continuous ImprovementSecurity, Safety, and GovernanceCost and Performance Engineering+2
Questions740+
Topics5
Pass72%
ISTQB
27 certificationsCTFL — Certified Tester Foundation Level (v4.0)
The mandatory starting point for software testing certification. 40 MCQ, 60 min, 65% pass mark. Foundation for every other ISTQB cert.
Test Analysis and DesignTest ToolsTesting Throughout the SDLC+3
Questions12973+
Topics6
Pass65%
CTFL-AT — Agile Tester (Foundation)
Bridge cert for Agile contexts. Requires CTFL. Prerequisite for CTAL-AT.
Agile Software DevelopmentAgile Testing Methods, Techniques, and ToolsFundamental Agile Testing Principles, Practices, and Processes
Questions2815+
Topics3
Pass65%
CT-AI — AI Testing
Testing AI/ML-based systems. Quality characteristics, ML workflow, neural-network coverage, adversarial testing.
ML Functional Performance MetricsTesting Generative AI SystemsIntroduction to Artificial Intelligence+14
Questions6307+
Topics17
Pass65%
CT-GenAI — Testing with Generative AI
The newest ISTQB cert. Covers prompt testing, hallucination evaluation, factuality, and using GenAI inside test workflows.
AI Risks and CompliancePrompt Engineering for TestingIntroduction to GenAI+7
Questions3500+
Topics10
Pass65%
CT-PT — Performance Testing
Load, stress, endurance, spike, scalability, volume testing. Workload modelling, results analysis, tooling.
Performance Testing TasksTools and TechnologyBasic Concepts of Performance Testing+3
Questions3080+
Topics6
Pass65%
CT-SEC — Security Testing
Threat modelling, OWASP top 10, authentication/authorization/encryption testing, human factors.
Security Testing ProcessesSecurity Testing ToolsHuman Factors in Security Testing+12
Questions5131+
Topics15
Pass65%
CT-STE — Security Test Engineer
Deeper than CT-SEC. App security testing (white/black/grey box), infrastructure, cryptography, threat modelling, CI/CD integration.
Introduction to Security Test EngineeringThreat Modeling & Risk AssessmentCryptography & Data Protection Testing+12
Questions5556+
Topics15
Pass65%
CT-MAT — Mobile Application Testing
Native, web, hybrid mobile testing. Emulators, simulators, real devices, cloud labs.
Mobile Application ArchitectureBusiness and Technology DriversMobile Application Test Automation+10
Questions4855+
Topics13
Pass65%
CT-MBT — Model-Based Testing
Modelling notations, test-case generation from models, deployment strategy and ROI.
Selection of MBT ApproachesMBT Test Implementation and ExecutionMBT Activities+6
Questions6000+
Topics9
Pass65%
CT-AcT — Acceptance Testing
UAT, ATDD/BDD, business-process modelling, collaborative acceptance testing.
Tools and AutomationIntroduction and FoundationsATDD/BDD+7
Questions4439+
Topics10
Pass65%
CT-UT — Usability Testing
Usability, user experience, accessibility. Inspections, lab vs remote testing, surveys, reporting.
Accessibility, Standards, and LegislationUsability Reviews and InspectionsUsability Review (Inspection Methods)+7
Questions4239+
Topics10
Pass65%
CT-TAS — Test Automation Strategy
Strategic automation: gTAA, risks, metrics, transitioning from manual, continuous improvement.
Organizational Deployment and Release Strategies for Test AutomationTransitioning Manual Testing to AutomatedContinuous Improvement+11
Questions5048+
Topics14
Pass65%
CT-AuT — Automotive Software Tester
Automotive-specific testing. Automotive SPICE, ISO 26262, AUTOSAR. MIL/SIL/HIL simulation.
Standards for Automotive TestingTesting in a Virtual EnvironmentStatic and Dynamic Test Techniques+5
Questions4380+
Topics8
Pass65%
CT-GaMe — Game Testing
Specialist syllabus for testing video games. Covers game mechanics, graphics, sound, localization, and game-specific tools/processes.
Game Testing ApproachesGame Testing BasicsGraphics & Sound Testing+11
Questions5199+
Topics14
Pass65%
CT-GT — Gambling Industry Tester
Specialist syllabus for testing gambling-industry software. Compliance, fairness math (RTP), player-perspective testing, multiplayer and interoperability.
Introduction to the Gambling IndustryTesting Game-Specific ConceptsAudio Testing+10
Questions4860+
Topics13
Pass65%
CTAL-TM — Advanced Test Manager (v3.0)
Advanced Test Management — restructured around three big chapters: managing the test activities, the product, and the team. Heavy risk-based testing focus.
Managing the TeamManaging the ProductManaging the Test Activities+1
Questions4720+
Topics4
Pass65%
CTAL-TA — Advanced Test Analyst (v4.0)
Functional and user-facing testing at depth. 45 questions, ~120 min.
Test TechniquesDetermining Test OraclesTest Tools and Automation for the Test Analyst+7
Questions5220+
Topics10
Pass65%
CTAL-TTA — Advanced Technical Test Analyst (v4.0)
Technical / non-functional testing in depth. Structural coverage (incl. MC/DC), static + dynamic analysis, performance + security + reliability.
Static and Dynamic AnalysisQuality Characteristics for Technical TestingReviews for the Technical Test Analyst+7
Questions5320+
Topics10
Pass65%
CTAL-TAE — Test Automation Engineering (v2.0)
Building and maintaining automation frameworks. The gTAA, deployment risks, verifying the TAS itself.
The Generic Test Automation Architecture (gTAA)Continuous ImprovementPreparing for Test Automation+11
Questions7120+
Topics14
Pass65%
CTAL-AT — Advanced Agile Tester (v2.0)
Agile testing at scale. Requires CTFL + CTFL-AT. Lean, DevOps integration, people skills.
Agile Testing Principles, Practices, and ProcessesTesting Process in Agile ProjectsAgile Test Strategy+8
Questions5320+
Topics11
Pass65%
CTAL-ATT — Agile Technical Tester
Technical Agile testing. Quality risk in Agile, white-box techniques, refactoring + quality engineering in DevOps.
Continuous Deployment and DeliveryRequirements Engineering for the Agile Technical TesterTesting in Agile (TDD, BDD, ATDD, and Beyond)+5
Questions3540+
Topics8
Pass65%
CT-ATLaS — Agile Test Leadership at Scale
Test leadership in scaled Agile environments. Communities of practice, strategy across many teams.
Quality AssistanceQuality Engineering & Quality Assurance at ScaleTest Strategy and Approach for Scaled Agile+6
Questions4300+
Topics9
Pass65%
CTEL-TM-SM — Strategic Test Management
Expert-level strategic test management — mission, policy, funding, external relationships. Requires CTAL-TM + experience.
Mission, Policy, and Metrics of SuccessTest Missions, Policies, Strategies, and GoalsManaging External Relationships+3
Questions3860+
Topics6
Pass65%
CTEL-TM-OTM — Operational Test Management
Expert-level operational test management — project, team, and external relationships at operational depth.
Managing External RelationshipsProject Risk ManagementManaging the Project+5
Questions4240+
Topics8
Pass65%
CTEL-TM-MTT — Managing the Test Team
Expert-level test-team management — composition, hiring, motivation, evaluation.
Building Test TeamsAdvanced People Management TopicsTeam Composition+6
Questions4920+
Topics9
Pass65%
CTEL-ITP-ATP — Assessing Test Processes
Expert-level test-process assessment using TMMi, TPI Next, Critical Testing Processes.
Performing a Test Process AssessmentModel-Based Improvement: TPI NEXTSoft Skills for Assessors+9
Questions6820+
Topics12
Pass65%
CTEL-ITP-ITPI — Implementing Test Process Improvement
Expert-level implementation of test-process improvement via the IDEAL model, adapted for Agile/DevOps.
Setting up a Test Process Improvement ProjectThe TPI CycleAdapting Test Process Improvement to Agile/DevOps+2
Questions660+
Topics5
Pass65%
Ministère de l'Intérieur
1 certificationExamen Civique de Naturalisation — Livret du Citoyen
Préparation à l'entretien individuel d'assimilation, à partir du Livret du Citoyen publié par le Ministère de l'Intérieur : histoire, géographie, symboles, institutions, valeurs républicaines et vie quotidienne en France.
Institutions et organisation des pouvoirsLes symboles de la RépubliqueL'Union européenne et la place de la France+10
Questions200+
Topics13
Pass80%
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