From hand-built study systems to an AI-powered pipeline.
Four certs proved the methodology by hand. Seven more cert prep guides in production scale it with AI learning engineering.
- Pathways
- 1 + Cert prep
- Lessons
- 45
- Earned
- 7 certs
Pathways
Structured progressions. Micro-courses in sequence.
Certification prep
The pipeline, validated against industry exams.
Prep built via AI learning engineering. Each guide is the primary study tool, supplemented with official sources where coverage is incomplete, and validated by sitting the exam.
AWS · AIF-C01 · Target Jun 2026
AWS AI Practitioner
AIF-C01 prep guide
Foundation-model concepts, Bedrock, responsible AI, and prompt patterns. The on-ramp cert for the AWS AI lane.
- Level
- Foundation
- Time
- ~6 hr
- Modules
- 5
Microsoft · AI-900 · Target Jul 2026
Microsoft Azure AI Fundamentals
AI-900 prep guide
Azure AI service overview, responsible AI principles, and the generative AI foundation. AI-901 is the announced successor (active after Jun 30, 2026).
- Level
- Foundation
- Time
- ~8 hr
- Modules
- 5
Google Cloud · Gen AI Leader · Target Q4 2026
Google Cloud Generative AI Leader
Gen AI Leader cert track
Strategic and architectural framing of generative AI on Google Cloud. Vertex AI, Gemini, RAG patterns, governance, responsible AI. The credentialed signal for BakedIn's Gemini-routed video pipeline (Nano Banana Pro via OpenRouter).
- Level
- Foundation
- Time
- ~20 hr
- Modules
- 5
GitHub · Actions · Target Jul 2026
GitHub Actions
Actions certification prep guide
CI/CD with Actions: workflow design, secrets, environments, matrix builds, and self-hosted runners. The deployment layer for shipping AI systems to production.
- Level
- Foundation
- Time
- ~10 hr
- Modules
- 5
GitHub · Copilot · Target Aug 2026
GitHub Copilot Certification
Copilot certification prep guide
Copilot fundamentals, prompt patterns for code, agent-mode workflows, and Copilot Workspace. Foundational AI-in-developer-tools signal.
- Level
- Foundation
- Time
- ~10 hr
- Modules
- 5
NVIDIA · NCA-GENL · Target Jun 2026
NVIDIA Generative AI LLM Associate
NCA-GENL cert track
LLM architectures, training, alignment, and inference economics. First step in the BakedIn NVIDIA cert path supporting Authorized Learning Partner candidacy.
- Level
- Associate
- Time
- ~30 hr
- Modules
- 6
NVIDIA · NCA-GENM · Target Aug 2026
NVIDIA Generative AI Multimodal
NCA-GENM cert track
Multimodal model design, evaluation, and deployment. Co-built with NCA-GENL prep; extends instructor coverage to vision and audio modalities.
- Level
- Associate
- Time
- ~30 hr
- Modules
- 6
NVIDIA · NCP-AAI · Target Oct 2026
NVIDIA Agentic AI Professional
NCP-AAI cert track
Agent architecture, multi-agent orchestration, RAG, observability, and safety. Professional-tier signal for the NVIDIA NVIS lane and instructor coverage of agentic workflows.
- Level
- Professional
- Time
- ~37 hr
- Modules
- 7
NVIDIA · NCP-GENL · Target Nov 2026
NVIDIA Generative AI LLM Professional
NCP-GENL cert track
Production LLM systems: RAG pipelines at scale, model parallelism, inference optimization, and deployment patterns. Completes the NVIDIA LLM instructor track.
- Level
- Professional
- Time
- ~27 hr
- Modules
- 7
AWS · AIP-C01 · Target Q4 2026
AWS Certified Generative AI Developer - Professional
AIP-C01 cert track
Foundation model integration, vector stores, RAG, agentic AI, multimodal pipelines, governance, and operational optimization on AWS. Tests Bedrock, SageMaker, Step Functions, Lambda, and the rest of the BakedIn production stack. Closest cert to BakedIn's actual work.
- Level
- Professional
- Time
- ~80 hr
- Modules
- 5
Earned credentials
The methodology, proven by hand.
Each of these was earned with theory-first study systems I built manually, before AI learning engineering was a thing I could lean on. The methodology proves out. AI is what now scales it across the cert prep guides above.
- Verify
(ISC)² · CISSP
Certified Information Systems Security Professional
Earned · 2024
- Verify
ISACA · CISM
Certified Information Security Manager
Earned · 2024
- Verify
ISACA · CISA
Certified Information Systems Auditor
Earned · 2024
- Verify
ISACA · CRISC
Certified in Risk and Information Systems Control
Earned · 2024
- Verify
AWS · AWS CP
AWS Cloud Practitioner (CLF-C02)
Earned · 2024
- Verify
CompTIA · Security+
CompTIA Security+ (SY0-701)
Earned · 2023
- Verify
CompTIA · Network+
CompTIA Network+ (N10-008)
Earned · 2023
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