18 Questions
What is the current state of AI progress according to the given text?
Accelerating
What is the common criticism of deployed AI systems?
They are dumb or impotent
What is the term used to describe the periods of decreased interest in AI?
AI winter
What is the common statistic quoted about ML project failure rates?
87%
According to the Gartner hype cycle, what stage has AI currently reached?
Pervasiveness
What is the main reason for ML project failures?
No clear business model
What problem do transformer models like BERT and GPT address in deep learning?
Sequential computation bottleneck and vanishing gradient problem of RNNs
Which metric measures the ratio of correctly predicted positive observations to the total predicted positives in a classification problem?
Precision
According to the provided text, what should be considered when dealing with the increased complexity of Machine Learning?
Ensuring that the value of implementing ML is high enough
What is indicated by very low training error but significantly lower test error in a machine learning model?
Overfitting
In 2024, which type of models are mentioned to have higher capacity compared to traditional machine learning models?
Large Neural Networks
What advice is given for dealing with the imperfections of Machine Learning in the provided text?
Designing applications to cope with imperfect ML and implementing a data flywheel for ML improvement over time
Which statement best describes the progress of AI in 2024?
AI is rivaling or exceeding human performance in many tasks, mostly in computer vision, speech recognition, and games.
What is one of the main reasons for the successful mainstream adoption of AI?
Widespread usage and popularity of ChatGPT.
What percentage of companies has faced challenges with AI development, according to the AI infrastructure survey (2021)?
96%
Which statement is true regarding the deployment of AI according to a Gartner (2021) report?
48% of companies are experimenting with AI, with 14% having AI deployed.
How many companies have shown interest in adopting AI, according to a McKinsey (2020) report?
50%
What is the primary architectural underpinning of the explosive growth of generative AI models?
Transformer architecture
Explore assessments, individual and group assignments, class participation, and exams for the SUTD education cluster course on Machine Learning Operations taught by Daniel Dahlmeier. Learn about the grading breakdown, deadlines, and performance criteria for each component.
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