SUTD Education Cluster Assignments and Exams - Daniel Dahlmeier Machine Learning Operations
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Questions and Answers

What is the current state of AI progress according to the given text?

  • Decelerating
  • Unpredictable
  • Stagnant
  • Accelerating (correct)
  • What is the common criticism of deployed AI systems?

  • They are too expensive
  • They are too pervasive
  • They are dumb or impotent (correct)
  • They are too effective
  • What is the term used to describe the periods of decreased interest in AI?

  • AI summer
  • AI hype
  • AI autumn
  • AI winter (correct)
  • What is the common statistic quoted about ML project failure rates?

    <p>87%</p> Signup and view all the answers

    According to the Gartner hype cycle, what stage has AI currently reached?

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

    What is the main reason for ML project failures?

    <p>No clear business model</p> Signup and view all the answers

    What problem do transformer models like BERT and GPT address in deep learning?

    <p>Sequential computation bottleneck and vanishing gradient problem of RNNs</p> Signup and view all the answers

    Which metric measures the ratio of correctly predicted positive observations to the total predicted positives in a classification problem?

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

    According to the provided text, what should be considered when dealing with the increased complexity of Machine Learning?

    <p>Ensuring that the value of implementing ML is high enough</p> Signup and view all the answers

    What is indicated by very low training error but significantly lower test error in a machine learning model?

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

    In 2024, which type of models are mentioned to have higher capacity compared to traditional machine learning models?

    <p>Large Neural Networks</p> Signup and view all the answers

    What advice is given for dealing with the imperfections of Machine Learning in the provided text?

    <p>Designing applications to cope with imperfect ML and implementing a data flywheel for ML improvement over time</p> Signup and view all the answers

    Which statement best describes the progress of AI in 2024?

    <p>AI is rivaling or exceeding human performance in many tasks, mostly in computer vision, speech recognition, and games.</p> Signup and view all the answers

    What is one of the main reasons for the successful mainstream adoption of AI?

    <p>Widespread usage and popularity of ChatGPT.</p> Signup and view all the answers

    What percentage of companies has faced challenges with AI development, according to the AI infrastructure survey (2021)?

    <p>96%</p> Signup and view all the answers

    Which statement is true regarding the deployment of AI according to a Gartner (2021) report?

    <p>48% of companies are experimenting with AI, with 14% having AI deployed.</p> Signup and view all the answers

    How many companies have shown interest in adopting AI, according to a McKinsey (2020) report?

    <p>50%</p> Signup and view all the answers

    What is the primary architectural underpinning of the explosive growth of generative AI models?

    <p>Transformer architecture</p> Signup and view all the answers

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