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!bblock Readings and Videos:
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o The lecture notes for week 40 (these notes)
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o For a good discussion on gradient methods, we would like to recommend Goodfellow et al section 4.3-4.5 and sections 8.3-8.6. We will come back to the latter chapter in our discussion of Neural networks as well.
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o For neural networks we recommend Goodfellow et al chapter 6 and Raschka et al pages 48-60
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o For neural networks we recommend Goodfellow et al chapter 6 and Raschka et al chapter 2 (contains also material about gradient descent) and chapter 11 (we will use this next week)
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o Video on gradient descent at URL:"https://www.youtube.com/watch?v=sDv4f4s2SB8"
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o Video on stochastic gradient descent at URL:"https://www.youtube.com/watch?v=vMh0zPT0tLI"
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o Neural Networks demystified at URL:"https://www.youtube.com/watch?v=bxe2T-V8XRs&list=PLiaHhY2iBX9hdHaRr6b7XevZtgZRa1PoU&ab_channel=WelchLabs"
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