
Study plan
How to Pass the Oracle Cloud Infrastructure 2026 AI Foundations Associate Exam
A study plan for the Oracle Cloud Infrastructure 2026 AI Foundations Associate certification exam, built from the official domain weights instead of a generic template. Focus heavily on the distinction between standard ML and Generative AI. Utilize OCI free tier to observe how AI services interact with data, and master the terminology used in Oracle's Responsible AI framework.
- 6 domains
- 40 questions
- 60 min
- 65% to pass
Study in weight order, not topic order
The plan below follows the official blueprint weights, so the order of study is the order that returns the most points.
- 1
Generative AI and Large Language Models
24%- Generative vs discriminative AI
- Tokenization and embeddings
- Context window and Transformer architecture
- Self-attention mechanism
- +5 more topics in the blueprint
9 practice questions tagged to this domain.
- 2
OCI AI Portfolio
20%- OCI AI Language service
- OCI AI Vision service
- OCI AI Speech service
- OCI AI Document Understanding
- +5 more topics in the blueprint
8 practice questions tagged to this domain.
- 3
Machine Learning Foundations
18%- Supervised learning - regression and classification
- Model evaluation - accuracy, precision, recall, F1, RMSE, R-squared
- Overfitting, underfitting, bias-variance tradeoff
- Unsupervised learning - clustering and dimensionality reduction
- +2 more topics in the blueprint
7 practice questions tagged to this domain.
- 4
Deep Learning Foundations
14%- Artificial neural networks
- Activation functions
- Backpropagation and gradient descent
- Convolutional Neural Networks (CNN)
- +1 more topics in the blueprint
6 practice questions tagged to this domain.
- 5
AI Foundations
12%- What is AI, narrow vs general AI
- AI use cases by industry
- Relationship between AI, ML, and DL
- Structured vs unstructured data
- +2 more topics in the blueprint
5 practice questions tagged to this domain.
- 6
OCI Generative AI Service and Oracle 23ai
12%- OCI Generative AI managed service
- Hosted Cohere and Meta Llama models
- Dedicated AI clusters
- T-Few fine-tuning
- +3 more topics in the blueprint
5 practice questions tagged to this domain.
Three phases, in order
Most failures are process failures, not knowledge failures.
Phase 1 — Learn the high-weight domains
Start where the points are. The first domains on this plan carry the most weight, so a gap there costs the most. Cover the objectives, then close each topic with practice questions you actually get wrong.
Phase 2 — Close the mid-weight domains
The middle of the blueprint is where most candidates plateau. These domains are worth less per topic than the first phase, but they add up fast, and they are the usual difference between a near miss and a clear pass.
Phase 3 — Timed full mocks
Stop reading new material at this point. Run full-length exams under the real time limit and the real format, and use the per-domain breakdown to find which domain is still costing you the pass.
Where we put the emphasis
Conceptual application of AI services and understanding the architecture of LLMs within a cloud infrastructure context.
The order matters less than the loop. Every domain you finish should end with questions you got wrong, because the mistake is the only thing you actually needed to study. On the Oracle Cloud Infrastructure 2026 AI Foundations Associate that loop is worth 12% of the exam in the first block alone.
More about the Oracle Cloud Infrastructure 2026 AI Foundations Associate exam
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Frequently asked questions
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