Domain : Generative AI in Finance Domain_FP | 78472

Author: neptune | 23rd-Dec-2025
🏷️ #AI #78472

Q1: How does 24/7 availability benefit industries?

  • A. It allows companies to reduce costs in the long run
  • B. It benefits customer service without fatigue or breaks
  • C. It allows employees to work more flexible hours
  • D. It ensures employees never take breaks
  • Answer :

    Correct Answer: B. It benefits customer service without fatigue or breaks

    Q2: What are the two parts of generative AI model called GANs?

  • A. Encoder and Decoder
  • B. Training and Test
  • C. Generator and Discriminator
  • D. None of the above
  • Answer :

    Correct Answer: C. Generator and Discriminator

    Q3: What is the encoder-decoder architecture of transformer models used for?

  • A. Sentiment analysis
  • B. Financial text generation
  • C. Document classification
  • D. Language translation and text generation
  • Answer :

    Correct Answer: D. Language translation and text generation

    Q4: Autoregressive models are useful for which of the following applications in finance?

  • A. Natural language processing
  • B. Time series forecasting
  • C. Sentiment analysis
  • D. Image classification
  • Answer :

    Correct Answer: B. Time series forecasting

    Q5: What is the goal of the discriminator in adversarial training of GANs?

  • A. An insurance policy
  • B. A type of bank account
  • C. A financial document
  • D. An AI subset that uses neural networks and deep learning to improve systems without explicit programming
  • Answer :

    Correct Answer: None of the above (The discriminator’s goal is to distinguish real vs fake data)

    Q6: What is the aim of the discriminator in GANs?

  • A. To distinguish between authentic and fake data
  • B. To help in risk modeling
  • C. To produce fresh samples that closely mimic genuine financial data
  • D. To generate synthetic financial data
  • Answer :

    Correct Answer: A. To distinguish between authentic and fake data

    Q7: What is the full form of GANs?

  • A. General Adverse Network
  • B. General Artificial Networks
  • C. Generative Adverse Networks
  • D. Generative Artificial Nodes
  • Answer :

    Correct Answer: Generative Adversarial Networks

    Q8: How can translation technology be used in finance?

  • A. To make financial content multilingual and improve consumer interactions
  • B. To deliver personalized financial recommendations
  • C. To improve customer service by converting speech to text
  • D. To extract structured and unstructured data from documents
  • Answer :

    Correct Answer: A. To make financial content multilingual and improve consumer interactions

    Q9: What is one area where AI has been applied to update customer experiences in insurance?

  • A. Call transcription
  • B. Document processing and onboarding
  • C. Risk modeling
  • D. Compliance management
  • Answer :

    Correct Answer: B. Document processing and onboarding

    Q10: How does the expansion of data impact the finance industry?

  • A. It makes it easier to analyze using conventional techniques
  • B. It makes it difficult to analyze using conventional techniques
  • C. It reduces the amount of data used in decision-making
  • D. None of the above
  • Answer :

    Correct Answer: B. It makes it difficult to analyze using conventional techniques

    Q11: What type of variables can be forecasted using autoregressive models?

  • A. Textual variables such as news articles
  • B. Numerical variables such as age and weight
  • C. Categorical variables such as gender and occupation
  • D. Financial variables such as interest rates and stock prices
  • Answer :

    Correct Answer: D. Financial variables such as interest rates and stock prices

    Q12: How generative AI can be used in financial institutions?

  • A. To minimize the use of machine learning algorithms
  • B. To optimize their portfolio
  • C. To increase the amount of manual operations
  • D. To reduce the amount of data collected
  • Answer :

    Correct Answer: B. To optimize their portfolio

    Q13: What type of input does the GAN's generator use to produce synthetic financial data?

  • A. Transaction logs
  • B. Genuine financial data
  • C. Random noise
  • D. Market indicators
  • Answer :

    Correct Answer: C. Random noise

    Q14: How does a GAN discriminator learn to distinguish between authentic and fake financial data?

  • A. By deceiving the generator by providing samples that are more and more like real data
  • B. By categorizing the generated samples as false after learning to recognize the distinctive features of authentic financial data
  • C. By improving their ability to discern between actual and created data
  • D. By producing fresh samples that closely mimic genuine financial data
  • Answer :

    Correct Answer: B. By categorizing the generated samples as false after learning to recognize the distinctive features of authentic financial data

    Q15: What is one benefit of AI in terms of accuracy for financial services firms?

  • A. Personalized customer experiences
  • B. Accuracy in data processing and analytics
  • C. Time saving
  • D. Improved decision-making
  • Answer :

    Correct Answer: B. Accuracy in data processing and analytics

    Q16: How do AI help organizations to analyze large amounts of data in finance?

  • A. By making random decisions
  • B. By identifying patterns and trends
  • C. By ignoring data
  • D. By decreasing insights
  • Answer :

    Correct Answer: B. By identifying patterns and trends

    Q17: How do GANs assist in financial fraud detection?

  • A. By identifying between honest and dishonest transactions
  • B. None of the above
  • C. By identifying genuine transactions
  • D. By simulating market data
  • Answer :

    Correct Answer: A. By identifying between honest and dishonest transactions

    Q18: What is financial text generation used for?

  • A. None of the above
  • B. To categorize financial reports into predetermined groups
  • C. To decipher the tone or perspective used in social media posts
  • D. To produce market commentary and financial reports
  • Answer :

    Correct Answer: D. To produce market commentary and financial reports