Disadvantages of AI

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Questions and Answers

Which factor contributes most significantly to the high costs associated with AI development?

  • Extensive research, specialized hardware, and data acquisition. (correct)
  • Low demand for AI specialists.
  • Limited computational power needed for training models.
  • Simple data requirements.

AI systems are inherently unbiased and always produce fair outcomes due to their mathematical nature.

False (B)

What term describes the difficulty in understanding how some AI models arrive at their decisions?

Black Box

The use of AI in automation can lead to worker ________ in various industries.

<p>displacement</p> Signup and view all the answers

Match each risk or issue with its corresponding description:

<p>Security Risks = Vulnerability to hacking and adversarial attacks. Ethical Concerns = Issues such as privacy violations and potential misuse of AI. Dependence and Deskilling = Decline in human critical thinking abilities due to over-reliance on AI. Environmental Impact = Significant energy consumption during AI model training.</p> Signup and view all the answers

What is a key limitation of AI, even when it excels at specific tasks?

<p>Lack of creativity and common sense. (A)</p> Signup and view all the answers

Once an AI system is implemented, it does not require ongoing maintenance or updates.

<p>False (B)</p> Signup and view all the answers

What type of attacks involve carefully crafted inputs designed to deceive an AI?

<p>Adversarial</p> Signup and view all the answers

Which scenario exemplifies the ethical concerns associated with AI, particularly regarding the potential for misuse?

<p>Developing AI-driven autonomous weapon systems. (B)</p> Signup and view all the answers

The amplification of existing societal biases in AI outputs, leading to potentially unfair or discriminatory outcomes, is mainly due to the ________ present in the training data.

<p>biases</p> Signup and view all the answers

Flashcards

High AI Development Costs

AI systems require substantial financial investment in research, development, data, and hardware, making it difficult for smaller entities.

AI Data Bias

AI models trained on biased data can amplify societal biases, leading to unfair or discriminatory outcomes.

"Black Box" Problem

Advanced AI models can be difficult to understand, making it hard to debug errors or ensure accountability.

AI Job Displacement

AI-driven automation can displace workers, leading to unemployment and economic disruption.

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AI Security Risks

AI systems are vulnerable to hacking and adversarial attacks, posing security risks.

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AI Ethical Concerns

The use of AI raises concerns like privacy violations and the potential misuse of AI technology.

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AI Dependence and Deskilling

Over-reliance on AI can lead to a decline in human skills and critical thinking abilities.

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AI Limited Creativity

AI often lacks creativity, common sense, and adaptability of humans.

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AI Updates

AI systems require ongoing maintenance, updates, and retraining to ensure accuracy.

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AI Environmental Impact

Training large AI models can consume significant amounts of energy and resources.

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Study Notes

  • Disadvantages of AI depend on the specific application and implementation

High Development Costs

  • Significant financial investment is required for creating and implementing sophisticated AI systems
  • Investment needed for research, development, data acquisition, and specialized hardware
  • High costs can be prohibitive for smaller organizations or individuals

Data Bias and Fairness Issues

  • AI models are trained on data, and if that data reflects existing societal biases, the AI system will likely perpetuate and amplify those biases
  • Can lead to unfair or discriminatory outcomes

Lack of Transparency and Explainability

  • Advanced AI models are difficult to understand
  • It can be challenging to trace how an AI arrived at a particular decision
  • This "black box" problem makes it hard to debug errors or ensure accountability

Job Displacement

  • Automation driven by AI has the potential to displace workers in various industries
  • This can lead to unemployment and economic disruption
  • AI can also create new jobs, but the transition can be difficult for many individuals

Security Risks

  • AI systems can be vulnerable to hacking and malicious attacks
  • Adversarial attacks, where carefully crafted inputs fool the AI, pose a significant threat

Ethical Concerns

  • The use of AI raises several ethical questions
  • Concerns includes privacy violations, autonomous weapons systems, and the potential for misuse of AI technology for malicious purposes

Dependence and Deskilling

  • Over-reliance on AI systems can lead to a decline in human skills and critical thinking abilities
  • People may become overly dependent on AI for decision-making
  • This can potentially hinder their own problem-solving capabilities

Limited Creativity and Common Sense

  • AI can excel at specific tasks, it often lacks creativity, common sense, and adaptability of humans
  • It may struggle with situations that require nuanced understanding or out-of-the-box thinking

Maintenance and Updates

  • AI systems require ongoing maintenance, updates, and retraining to ensure accuracy and effectiveness
  • This can be a costly and time-consuming process

Environmental Impact

  • Training large AI models can consume significant amounts of energy and resources
  • This contributes to environmental concerns

Mitigating Negative Impacts

  • Disadvantages are not insurmountable
  • Ongoing research and development are focused on addressing these challenges
  • Responsible AI development and deployment are crucial to mitigate the negative impacts

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