Deep Learning - Crash Course 2023 - Challenges in Creating Deep Neural Networks from Scratch

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Information Technology (IT), Architecture, Mathematics
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University
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Hard
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7 questions
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1.
OPEN ENDED QUESTION
3 mins • 1 pt
What is the first step mentioned in the process of working with a deep learning neural network?
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2.
OPEN ENDED QUESTION
3 mins • 1 pt
How many parameters need to be initialized in the simple neural network discussed?
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3.
OPEN ENDED QUESTION
3 mins • 1 pt
What challenges arise when finding the gradients for each parameter in a neural network?
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4.
OPEN ENDED QUESTION
3 mins • 1 pt
Why is it not feasible to compute gradients manually for a large number of parameters?
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5.
OPEN ENDED QUESTION
3 mins • 1 pt
What are some deep learning frameworks mentioned that can help simplify the process of training neural networks?
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6.
OPEN ENDED QUESTION
3 mins • 1 pt
How do deep learning frameworks like TensorFlow assist in parameter initialization and gradient computation?
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7.
OPEN ENDED QUESTION
3 mins • 1 pt
What is the main benefit of using a deep learning framework according to the video?
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