TED: How we're teaching computers to understand pictures | Fei-Fei Li

TED: How we're teaching computers to understand pictures | Fei-Fei Li

Assessment

Interactive Video

Information Technology (IT), Architecture

11th Grade - University

Hard

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The transcript discusses the challenges and advancements in teaching machines to see, a field known as computer vision. It highlights the complexity of visual perception, the development of the ImageNet project, and the use of convolutional neural networks. The speaker emphasizes the potential future applications of machine vision, such as in healthcare and disaster response, and the importance of integrating big data with machine learning algorithms to improve visual recognition capabilities.

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10 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

What is the main task that the speaker is trying to teach computers?

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

How does the speaker compare the learning process of a child to that of a computer?

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3.

OPEN ENDED QUESTION

3 mins • 1 pt

What challenges do computers face in understanding images compared to humans?

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4.

OPEN ENDED QUESTION

3 mins • 1 pt

What was the significance of the Image Lab project launched in 2007?

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5.

OPEN ENDED QUESTION

3 mins • 1 pt

Describe the process of how the speaker's team collected data for training the computer vision algorithms.

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6.

OPEN ENDED QUESTION

3 mins • 1 pt

What are convolutional neural networks and how do they relate to the speaker's research?

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7.

OPEN ENDED QUESTION

3 mins • 1 pt

In what ways does the speaker suggest that computers still have limitations compared to human understanding?

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