AWS AI Practitioner AIF-C01 — Study Guide
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This guide covers each AIF-C01 domain in depth. Pick a domain to go deep, or work through them in order.
The domains
- Fundamentals of AI and ML — Challenge: Classify human gene samples into 20 categories with transparent decision logic, maintain feature reuse across teams, and deploy a
- Generative AI Concepts — Challenge: Ground model outputs in trusted documents, ensure explainability and bias checks, and create a production RAG pipeline that maintains
- AWS AI/ML Services — Challenge: Nimbus needs an LLM-powered assistant to generate contextual product descriptions and localized translations while ensuring factual
- Responsible AI & Governance — Challenge: Deploy a foundation-model–based decision assistant that provides auditable, explainable loan recommendations, records every
- AI Security & Privacy — Challenge: They need to serve personalized recommendations and a Bedrock-backed conversational assistant while preventing PII leakage into
- ML Data Engineering — Challenge: Build a private, low-latency RAG-enabled chatbot that retrieves current inventory and avoids exposing sensitive data or triggering
- Model Training, Evaluation & Optimization — Challenge: The churn prediction model shows performance degradation after one week of production data and the team needs a controlled plan to measure
- MLOps & Deployment — - Key evaluation metrics and when to use them - Accuracy: overall correctness; misleading on imbalanced data - Precision: correctness of
- Cost Optimization & Pricing for AI/ML — Challenge: Deliver high-quality, branded descriptions at scale while minimizing per-description cost and ensuring customer data never leaves the
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