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Problem Sets

13,739+ exam-grade questions across 45 certifications, grouped by level. Pick a career path to see the order they come in.

All
AWS11
Anthropic1
GCP9
Azure12
NVIDIA5
IAPP7
Career path
45 certifications

Foundational

6

No hands-on experience assumed. The fastest way in.

AWS
Amazon Web ServicesAIF-C01
Foundational

AWS Certified AI Practitioner

AI and machine learning fundamentals, generative AI, foundation models, and responsible AI.

422 questions$4.99
AWS
Amazon Web ServicesCLF-C02
Foundational

AWS Cloud Practitioner

Cloud concepts, core services, security and compliance, and billing and support options.

716 questionsFree
Anthropic
AnthropicCCAR-F
Foundational

Claude Certified Architect – Foundations

Agentic architecture and orchestration, tool design and MCP, and Claude Code workflows.

152 questions$9.99
GCP
Google Cloud PlatformCDL
Foundational

Google Cloud Digital Leader

Digital and data transformation, AI with Vertex AI, modernization, trust and security.

286 questionsFree
Azure
Microsoft AzureAZ-900
Foundational

Microsoft Certified: Azure Fundamentals

Cloud concepts, Azure architecture and core services, identity, governance and cost.

473 questions$4.99
Azure
Microsoft AzureSC-900
Foundational

Microsoft Certified: Security, Compliance, and Identity Fundamentals

Security, compliance and identity concepts, Zero Trust, Entra, Defender and Purview.

237 questions$4.99

Associate

15

Core role skills — around six months to a year of hands-on work.

AWS
Amazon Web ServicesSOA-C03
Associate

AWS Certified CloudOps Engineer – Associate

Monitoring and remediation, reliability, deployment automation, networking, and compliance.

165 questions$4.99
AWS
Amazon Web ServicesDEA-C01
Associate

AWS Certified Data Engineer - Associate

Data ingestion and transformation, data store management, operations, and data governance.

80 questions$4.99
AWS
Amazon Web ServicesDVA-C02
Associate

AWS Certified Developer – Associate

Development with Lambda, DynamoDB and API Gateway, security with Cognito and IAM, and CI/CD.

556 questions$9.99
AWS
Amazon Web ServicesMLA-C01
Associate

AWS Certified Machine Learning Engineer – Associate

Data preparation, model development and tuning, SageMaker Pipelines, and monitoring for drift.

256 questions$9.99
AWS
Amazon Web ServicesSAA-C03
Associate

AWS Solutions Architect Associate

Designing secure, resilient, high-performing and cost-optimized cloud architectures.

876 questions$14.99
GCP
Google Cloud PlatformACE
Associate

Google Cloud Associate Cloud Engineer

Planning projects, deploying to Compute Engine, GKE and Cloud Run, and IAM access.

348 questions$9.99
Azure
Microsoft AzureAZ-104
Associate

Microsoft Certified: Azure Administrator Associate

Entra ID identities and governance, storage, compute, virtual networking, and backup.

566 questions$9.99
Azure
Microsoft AzureAZ-204
Associate

Microsoft Certified: Azure Developer Associate

Developing with App Service, Functions and Cosmos DB, storage, security, and API Management.

486 questions$9.99
Azure
Microsoft AzureAZ-500
Associate

Microsoft Certified: Azure Security Engineer Associate

Securing identity, networking, compute and storage with Defender for Cloud and Sentinel.

439 questions$9.99
Azure
Microsoft AzureSC-300
Associate

Microsoft Certified: Identity and Access Administrator Associate

Entra ID identities, Conditional Access, workload identities, and governance with PIM.

413 questions$9.99
Azure
Microsoft AzureSC-401
Associate

Microsoft Certified: Information Security Administrator Associate

Purview information protection, data loss prevention and retention, and insider risk.

251 questions$9.99
Azure
Microsoft AzureSC-200
Associate

Microsoft Certified: Security Operations Analyst Associate

Microsoft Sentinel and Defender XDR, incident response, and threat hunting with KQL.

416 questions$9.99
Azure
Microsoft Azurepl-300
Associate

Microsoft Power BI Data Analyst

Preparing and transforming data, modeling with DAX, visuals, and row-level security.

382 questions$9.99
NVIDIA
NVIDIA CertificationsNCA-AIIO
Associate

NVIDIA Certified Associate: AI Infrastructure and Operations

Essential AI knowledge, GPU infrastructure with CUDA and InfiniBand, and AI operations.

107 questions$4.99
NVIDIA
NVIDIA CertificationsNCA-GENL
Associate

NVIDIA-Certified Associate: Generative AI & LLMs

Core machine learning, transformers and LLMs, prompt engineering and RAG, and trustworthy AI.

95 questions$4.99

Professional

23

Senior design and operations. Several years in the field.

NVIDIA
NVIDIA CertificationsNCP-AIO
Professional

NVIDIA-Certified Professional: AI Operations

Administering GPU clusters with Base Command Manager and Slurm, and DCGM troubleshooting.

66 questions$4.99
IAPP
International Association of Privacy ProfessionalsAIGP
Professional

Artificial Intelligence Governance Professional

Foundations of AI governance, laws such as the EU AI Act, and the AI lifecycle.

189 questions$9.99
AWS
Amazon Web ServicesDOP-C02
Professional

AWS Certified DevOps Engineer - Professional

SDLC automation, infrastructure as code, monitoring and logging, and incident response.

433 questions$14.99
AWS
Amazon Web ServicesAIP-C01
Professional

AWS Certified Generative AI Developer - Professional

Foundation model integration, data compliance, AI safety and governance, and testing GenAI apps.

115 questions$9.99
AWS
Amazon Web ServicesSAP-C02
Professional

AWS Certified Solutions Architect – Professional

Organizational complexity with Organizations and SCPs, hybrid networking, and migration.

527 questions$24.99
IAPP
International Association of Privacy ProfessionalsCIPM
Professional

Certified Information Privacy Manager

Privacy program frameworks and governance, assessing and protecting data, and incidents.

341 questions$9.99
IAPP
International Association of Privacy ProfessionalsCIPP/A
Professional

Certified Information Privacy Professional/Asia

Privacy fundamentals plus Singapore, Hong Kong and India law, and cross-border transfers.

93 questions$4.99
IAPP
International Association of Privacy ProfessionalsCIPP/C
Professional

Certified Information Privacy Professional/Canada

Canadian privacy law including PIPEDA and CASL, data security, and breach notification.

76 questions$4.99
IAPP
International Association of Privacy ProfessionalsCIPP/E
Professional

Certified Information Privacy Professional/Europe

European data protection law and the GDPR, data subject rights, transfers and DPIAs.

316 questions$9.99
IAPP
International Association of Privacy ProfessionalsCIPP/US
Professional

Certified Information Privacy Professional/United States

The US privacy environment, sector laws such as HIPAA and CCPA, and government access.

248 questions$9.99
IAPP
International Association of Privacy ProfessionalsCIPT
Professional

Certified Information Privacy Technologist

Privacy in data collection, software security, privacy engineering and privacy by design.

323 questions$9.99
GCP
Google Cloud PlatformPCD
Professional

Google Cloud Professional Cloud Developer

Cloud-native apps on Cloud Run and GKE, deploying with Cloud Build, and Pub/Sub.

378 questions$9.99
GCP
Google Cloud PlatformCNE
Professional

Google Cloud Professional Cloud Network Engineer

VPC networks, load balancing and Cloud DNS, hybrid connectivity, and network security.

279 questions$9.99
GCP
Google Cloud PlatformCSE
Professional

Google Cloud Professional Cloud Security Engineer

Cloud IAM access, VPC Service Controls, data protection with KMS and DLP, and compliance.

120 questions$4.99
GCP
Google Cloud PlatformPDTE
Professional

Google Cloud Professional Data Engineer

Designing data processing systems, Pub/Sub and Dataflow, BigQuery, and batch workloads.

347 questions$9.99
GCP
Google Cloud PlatformPDE
Professional

Google Cloud Professional Database Engineer

Highly available databases on Cloud SQL, Spanner and Bigtable, migration and failover.

196 questions$4.99
GCP
Google Cloud PlatformMLE
Professional

Google Cloud Professional Machine Learning Engineer

AutoML and BigQuery ML, serving models on Vertex AI, pipelines, and monitoring for drift.

339 questions$9.99
GCP
Google Cloud PlatformPSOE
Professional

Google Cloud Professional Security Operations Engineer

Log data management, threat hunting, detection engineering with YARA-L, and response.

131 questions$4.99
Azure
Microsoft AzureAZ-305
Professional

Microsoft Certified: Azure Solutions Architect Expert

Designing identity, governance, data storage, business continuity, and infrastructure.

304 questions$14.99
Azure
Microsoft AzureSC-100
Professional

Microsoft Certified: Cybersecurity Architect Expert

Zero Trust strategy and GRC, security operations, identity, and infrastructure security.

333 questions$9.99
Azure
Microsoft AzureAZ-400
Professional

Microsoft Certified: DevOps Engineer Expert

Source control, build and release pipelines, dependency management, and instrumentation.

527 questions$14.99
NVIDIA
NVIDIA CertificationsNCP-AII
Professional

NVIDIA Certified Professional: AI Infrastructure

Server bring-up, control plane setup with Base Command Manager and Slurm, and cluster tests.

89 questions$4.99
NVIDIA
NVIDIA CertificationsNCP-AIN
Professional

NVIDIA Certified Professional: AI Networking

Spectrum-X and InfiniBand fabrics, RoCE, troubleshooting, and AI data center design.

69 questions$4.99

Specialty

1

Deep expertise in one domain, on top of a role certification.

AWS
Amazon Web ServicesSCS-C03
Specialty

AWS Certified Security – Specialty

Detection with GuardDuty, incident response, WAF and Shield, IAM, and data protection with KMS.

178 questions$9.99