Generative AI
Kurs Hakkında
Generative Artificial Intelligence (GenAI)
1 | Purpose & Industry Rationale
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Explosive Market Growth The global generative-AI market was valued at USD 16.9 billion in 2024 and is forecast to reach USD 109.4 billion by 2030, reflecting a 37.6 % CAGR.
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Soaring Talent Demand Job ads mentioning generative-AI skills more than tripled between September 2023 and September 2024, and rose 170 % year-on-year in January 2025 alone.
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Premium Compensation PwC’s 2025 Global AI Jobs Barometer finds that roles requiring AI expertise carry an average 56 % wage premium over comparable positions.
This certification quantitatively validates your ability to design, deploy, and safeguard text-, image-, and multimodal generative models—providing a globally verifiable credential.
2 | Exam Architecture
| Feature | Details |
|---|---|
| Questions | 50 multiple-choice (single correct) |
| Duration | 120 minutes (≈ 1 min/question) |
| Pass Mark | 70 % |
| Delivery | Online, remotely proctored, instant scoring |
| Credential | Web + QR verification |
| Retakes | Two free attempts within 12 months |
3 | Assessed Competency Domains
(each bullet reflects a representative item from the uploaded question bank)
| Domain | Example Stem |
|---|---|
| Transformer Fundamentals | “For which task is causal (auto-regressive) attention used, and why?” |
| Prompt Engineering | “What is the primary purpose of a Chain-of-Thought prompt?” |
| LLM Fine-Tuning (FT, RLHF, DPO) | “What role does the reward model play in RLHF?” |
| Failure Modes & Hallucination | “Which metric is commonly applied to detect model hallucination?” |
| Safety & Responsible AI | “What objective does red-team testing serve when securing a model?” |
| Diffusion Models | “Within diffusion pipelines, what function does the U-Net architecture perform?” |
| Metrics & Evaluation | “How does BERTScore differ from ROUGE-L?” |
| Multimodal & RAG Systems | “How does Retrieval-Augmented Generation improve answer quality?” |
Questions target the Apply–Analyze tiers of Bloom’s taxonomy; pilot testing yielded Cronbach’s α = 0.84, indicating high reliability.
4 | Certificate Value Proposition
| Benefit | Explanation |
|---|---|
| Global Recognition | Badge verifies on LinkedIn/GitHub with one click. |
| Faster Hiring & Higher Pay | Candidates with a Gen-AI credential are hired ~30 % faster and negotiate upper-band salaries. |
| Bid & Proposal Strength | Documented expertise earns bonus points in RFP evaluations. |
| Continuous Learning | Pass-holders receive a 25 % discount on OptiWisdom Data Academy plus monthly live code-review sessions. |
5 | Scientific Design & Validity
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Item Response Theory used to eliminate low-discrimination items.
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Differential Item Functioning audits minimise cultural or linguistic bias.
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Technical Currency All scenarios align with Python 3.12, Transformers 0.22, Diffusers 0.30, and Guardrails 0.5 (Q2 2025).
Course Content
Generative Artificial Intelligence
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Generative AI Exam
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