SUTD Education Cluster Assignments and Exams - Daniel Dahlmeier Machine Learning Operations
18 Questions
0 Views

Choose a study mode

Play Quiz
Study Flashcards
Spaced Repetition
Chat to Lesson

Podcast

Play an AI-generated podcast conversation about this lesson

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% (D)</p> Signup and view all the answers

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

<p>Pervasiveness (C)</p> Signup and view all the answers

What is the main reason for ML project failures?

<p>No clear business model (A)</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 (D)</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 (D)</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 (B)</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 (D)</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 (B)</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 (C)</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. (D)</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. (C)</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% (B)</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. (B)</p> Signup and view all the answers

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

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

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

<p>Transformer architecture (C)</p> Signup and view all the answers
Use Quizgecko on...
Browser
Browser