ICT for iGeneration Chapter 1: AI and Technological Innovations
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Questions and Answers

What is a key advantage of real-time adaptive traffic signal systems compared to conventional pre-determined systems?

  • They have a lower initial installation cost
  • They require less maintenance over their lifetime
  • They are less prone to cybersecurity attacks
  • They can adjust to unexpected variations in traffic flow (correct)
  • What technique is commonly used in machine learning for automatically detecting patterns in data?

  • Procedural programming
  • Deep learning (correct)
  • Expert systems
  • Symbolic reasoning
  • Which of the following is a major challenge in the field of big data analytics?

  • Inadequate data storage capacity
  • Scarcity of data sources
  • Lack of computational power
  • Shortage of skilled data scientists (correct)
  • What is a common concern associated with the collection and use of personal data by companies?

    <p>Privacy and security risks</p> Signup and view all the answers

    Which of the following is NOT a recommended practice for protecting personal data privacy?

    <p>Enabling cookies in web browsers</p> Signup and view all the answers

    In the context of 3D printing, what type of materials can be used to create physical objects?

    <p>Plastic, metal, and food</p> Signup and view all the answers

    What is a key application of pattern recognition techniques in artificial intelligence?

    <p>Detecting credit card fraud</p> Signup and view all the answers

    Which of the following is NOT a common technique used in machine learning?

    <p>Symbolic differentiation</p> Signup and view all the answers

    What is a potential benefit of using a real-time adaptive traffic signal system during rush hour?

    <p>Reducing unnecessary waiting time for road users</p> Signup and view all the answers

    Which of the following is NOT a common application of 3D printing technology?

    <p>Printing integrated circuits and microchips</p> Signup and view all the answers

    Study Notes

    AI and Employment

    • Self-checkouts are becoming common in supermarkets and fashion retailers.
    • The impact of AI development prompts a debate on whether it poses a risk or an opportunity for jobs.

    Artificial Intelligence (AI) and Data Science

    • The Internet utilizes extensive data to create a user profile that may seem more accurate than personal self-awareness.
    • Big data is characterized by the "4 V's": Volume, Variety, Velocity, and Veracity.

    Concepts of AI

    • AI programs enable machines to learn from experience and make human-like decisions.
    • Machine learning involves providing data, identifying patterns, generating models, and making predictions.

    Pattern Recognition

    • Pattern recognition in AI involves detecting similarities and relationships to effectively analyze complex issues.
    • Applications include:
      • Image Recognition: Uses pixel scanning to identify features in images.
      • Speech Recognition: Analyzes waveforms of spoken words to identify patterns.
      • Spam Detection: Customizing filters based on collected preferences.

    Data Science and Data Mining

    • Data science is pivotal in extracting and managing useful information across various fields.
    • Key components include:
      • Business understanding
      • Data mining
      • Data cleaning
      • Data exploration
      • Feature engineering
      • Predictive modeling
      • Data visualization

    Applications of AI and Data Science

    • AI and data science have widespread applications, influencing decision-making across sectors.

    Ethics of AI

    • Ethical dilemmas arise regarding accountability for incidents involving AI, such as accidents caused by self-driving cars.
    • Concerns about data privacy and the sale of personal information to third parties.

    Practical Application

    • Engage in hands-on labs to practice creating and training AI models, enhancing understanding of machine learning processes.

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    Description

    Explore the impact of technological innovations, such as AI and self-checkouts in stores. Discover the relationship between AI, data science, big data, and the Internet of Things (IoT). Delve into whether AI presents a risk or an opportunity.

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