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| Section | Weight | Objectives |
|---|---|---|
| Ethics, Governance & Future Trends | 10% | - Data Privacy, Security & Compliance - Emerging Trends & Future of AI - Explainable AI & Transparency - AI Ethics, Bias & Fairness |
| AI Fundamentals & Concepts | 15% | - Introduction to Artificial Intelligence
- AI Lifecycle and Workflow |
| Machine Learning & Algorithms | 20% | - Model Training, Evaluation & Optimization - Types of Machine Learning
|
| AI Technologies & Tools | 15% | - Frameworks: TensorFlow, PyTorch, Scikit-learn - AI Applications: NLP, Computer Vision, Predictive Analytics - Cloud AI Platforms (AWS, Azure, Google Cloud) - Automation & RPA Integration |
| AI in Business & Consulting | 25% | - AI Strategy & Roadmap Development - Cost-Benefit Analysis & ROI Calculation - Implementation Planning & Change Management - Identifying AI Use Cases & Opportunities - AI Project Management & Governance |
| Data Preparation & Engineering | 15% | - Data Quality & Governance - Data Collection & Sources - Data Cleaning, Preprocessing & Transformation - Feature Engineering & Selection |
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NEW QUESTION # 66
What is the main advantage of using deep learning over traditional machine learning?
Answer: E
NEW QUESTION # 67
What is a prompt?
Answer: C
Explanation:
The correct answer is D. a and b only because a prompt is the input provided by a user to a generative AI model. In natural language systems such as ChatGPT and other language models, the prompt is usually written as text in natural language. It may be a question, instruction, command, description, context, example, or task requirement that guides the model toward producing a response.
Statement A is correct because prompts are the user-provided input that generative models use to produce outputs. Statement B is also correct because, for ChatGPT and similar models, prompts commonly appear as natural language text. Statement C is not fully correct because prompts are an important way to guide model output, but they are not the only possible control mechanism. Outputs can also be influenced by system instructions, model settings, retrieval context, fine-tuning, guardrails, and application design. Therefore, the best answer is D. a and b only .
NEW QUESTION # 68
Which type of AI mimics the human brain by building networks of artificial neurons?
Answer: C
Explanation:
The correct answer is C. Neural Networks . Neural networks are AI and machine learning models inspired by the structure and function of the human brain. They are built using interconnected artificial neurons, also called nodes, which process input data, apply weights and activation functions, and pass information through layers to produc e an output. This structure allows neural networks to learn complex patterns from data.
Fuzzy logic is incorrect because it deals with reasoning under uncertainty using degrees of truth rather than artificial neurons. Genetic algorithms are optimization methods inspired by natural selection and evolution, not the brain's neuron-based structure. Expert systems use rules and knowledge bases to make decisions, but they do not mimic the brain through networks of artificial neurons. Since the question specifically asks about AI that mimics the human brain by building artificial neuron networks, the correct answer is C. Neural Networks .
NEW QUESTION # 69
Artificial general intelligence (AGI) is also commonly expressed as ____.
Answer: A
Explanation:
Artificial General Intelligence, or AGI, is commonly referred to as Strong AI because it describes an AI system with human-like cognitive ability across many different tasks and domains. Unlike narrow or weak AI, which is designed to perform a specific task such as image recognition, language translation, recommendation, fraud detection, or chatbot response generation, AGI would be able to understand, learn, reason, adapt, and solve problems broadly in a way similar to human intelligence.
Weak AI is incorrect because it refers to task-specific AI systems that operate within limited boundaries.
General AI is related in meaning, but the commonly used expression for AGI in AI classification is Strong AI.
SuperAI is different because it refers to intelligence that would exceed human intelligence, while ExpertAI is not the standard term for AGI. Therefore, the correct answer is B. Strong AI .
NEW QUESTION # 70
Select the most CORRECT risk-scoring methodology function statement for prospective risk.
Answer: A
Explanation:
The correct answer is C because prospective risk is forward-looking. It focuses on estimating future model risk by using the most current risk condition, present indicators, and existing risk posture of the model. In AI governance and model risk management, prospective risk assessment helps organizations anticipate possible future issues such as performance degradation, bias, drift, compliance exposure, operational failure, or business impact before those risks become actual problems.
Option A is not the most correct because analyzing historical model performance is more closely linked with retrospective risk assessment. Historical performance can support risk analysis, but it does not fully define prospective risk. Option B is not accurate because "upcoming model performance" is not directly available for analysis; future performance must be predicted, not already analyzed. Option E is incorrect because A and B are not both accurate statements. Therefore, the most correct statement is C. Prospective risk leverages the most current risk of the model to predict the overall model risk for future cycles .
NEW QUESTION # 71
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