Deep Learning - Crash Course 2023 - Bias

Deep Learning - Crash Course 2023 - Bias

Assessment

Interactive Video

Computers

9th - 10th Grade

Hard

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The video tutorial explains the role of weights and biases in neural networks, emphasizing how they are determined during the learning process to fit data to mathematical functions. It uses the equation of a straight line to illustrate the concept of bias, showing how it provides freedom for models to fit data accurately. The tutorial also covers linear regression problems and highlights the importance of bias in allowing models to find the best fit for given data sets. The video concludes with a summary of these concepts, setting the stage for further exploration in subsequent videos.

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2 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

What does it mean for a model to have the 'freedom' to fit the data?

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

Summarize the importance of finding the right values of weights and biases during the training process.

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