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State of Learning Checkpoint: AIF-C01 Blueprint, Domain Weightings & Exam Strategy

Key Takeaways​

The AWS Certified AI Practitioner (AIF-C01) exam is a foundational credential validating a holistic understanding of artificial intelligence, machine learning, generative AI, responsible AI principles, and security/governance on AWS.

  • Core Heavyweights: Domains 2 and 3 together account for 52% of scored content. Mastering foundation models, Bedrock capabilities, prompt engineering, and GenAI concepts makes up more than half the exam.
  • Scoring Structure:
    • Total questions: 65 questions (50 scored, 15 unscored beta questions randomly interspersed).
    • Scaled scoring: 100 to 1,000, with a minimum passing score of 700.
    • Time limit: 90 minutes.
    • No penalty for guessing: Unanswered questions are scored incorrect; never leave a question blank.
  • Question Diversity: Features modern AWS exam question formats—including multiple-choice, multiple-response, ordering sequences, matching pairs, and scenario-based case studies.
  • Scope Boundary: Foundational conceptual knowledge and business use-case mapping are in scope. Low-level model implementation, custom loss function coding, deep hyperparameter tuning math, and complex data pipeline engineering are strictly out of scope.

Deep Dive: The Five Exam Domains & Topic Breakdown​

In-Scope vs. Out-of-Scope Demarcation​

Domain AreaIn-Scope for AIF-C01 (Conceptual & Architectural)Out-of-Scope (Reserved for Associate/Specialty)
Model TrainingChoosing between pre-training, fine-tuning, RAG, and prompt engineering.Writing PyTorch/TensorFlow training loops; writing distributed training scripts.
Data EngineeringIdentifying S3 storage classes, selecting vector databases for RAG.Building complex Apache Spark jobs in EMR, AWS Glue ETL scripting.
MLOps & MetricsInterpreting Precision, Recall, and Confusion Matrices at a business level.Deriving backpropagation calculus, mathematical optimization algorithms.
Security & NetworkPrivateLink for Bedrock, Macie for PII scrubbing, IAM execution roles.Complex BGP routing, transit gateway peering topologies, deep kernel security.

Question Format Breakdown​

Exam Day Execution Strategy​

  1. Pacing: 65 questions across 90 minutes gives you approximately 1.38 minutes (83 seconds) per question.
  2. Never Leave Blanks: Unanswered questions receive zero credit. Because there is no negative marking, submit an educated guess on every question before time expires.
  3. Keyword Trigger Technique:
    • "Unpredictable data access, no retrieval fees" →\rightarrow S3 Intelligent-Tiering
    • "Discover PII in S3 before fine-tuning" →\rightarrow Amazon Macie
    • "Scan container images in ECR for CVEs" →\rightarrow Amazon Inspector
    • "Audit who executed an API call and from where" →\rightarrow AWS CloudTrail
    • "Verify resource compliance rules and track configuration history" →\rightarrow AWS Config
    • "Invoke Bedrock privately without traversing the public internet" →\rightarrow VPC Interface Endpoint / PrivateLink
    • "Download third-party SOC 2 or ISO compliance reports for AWS" →\rightarrow AWS Artifact
    • "Automate evidence collection across workloads for an external audit" →\rightarrow AWS Audit Manager