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Exam AWS Certified Machine Learning - Specialty All Questions

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Exam AWS Certified Machine Learning - Specialty topic 1 question 94 discussion

A health care company is planning to use neural networks to classify their X-ray images into normal and abnormal classes. The labeled data is divided into a training set of 1,000 images and a test set of 200 images. The initial training of a neural network model with 50 hidden layers yielded 99% accuracy on the training set, but only 55% accuracy on the test set.
What changes should the Specialist consider to solve this issue? (Choose three.)

  • A. Choose a higher number of layers
  • B. Choose a lower number of layers
  • C. Choose a smaller learning rate
  • D. Enable dropout
  • E. Include all the images from the test set in the training set
  • F. Enable early stopping
Show Suggested Answer Hide Answer
Suggested Answer: BDF 🗳️

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Chosen Answer:
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cnethers
Highly Voted 3 years ago
when looking at an overfitting issue : https://www.kdnuggets.com/2019/12/5-techniques-prevent-overfitting-neural-networks.html 1. Simplifying The Model (reduce number of layers) 2. Early Stopping 3. Use Data Augmentation 4. Use Regularization (L1 + L2) 5. Use Dropouts So looking at the options: B, D, F
upvoted 48 times
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SophieSu
Highly Voted 3 years ago
BDF !!!
upvoted 8 times
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asthamishra
Most Recent 9 months, 3 weeks ago
looking at last 100 questions many answers were wrong , thanks to the discussion forum to provide correct answer
upvoted 2 times
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AmeeraM
1 year ago
Selected Answer: BDF
I would say BCD or BDF
upvoted 1 times
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Mickey321
1 year, 2 months ago
Selected Answer: BDF
Agree with BDF
upvoted 1 times
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JK1977
1 year, 5 months ago
Selected Answer: BDF
Over fitting problem. All the options B, D, F reduce over fitting.
upvoted 1 times
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Debayandt91
1 year, 5 months ago
In what world is ACE the answer ?
upvoted 1 times
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Dota_addict
1 year, 6 months ago
Selected Answer: BDF
BDF is the answer
upvoted 1 times
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Aninina
1 year, 10 months ago
Selected Answer: BDF
BDF is the correct
upvoted 1 times
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Peeking
1 year, 11 months ago
Selected Answer: BDF
ADE is absolutely wrong. 50 layers is already overfitting the model. We cannot increase the number of layers again.
upvoted 1 times
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GauravLahotiML
1 year, 11 months ago
Selected Answer: BDF
BDF is the correct answer
upvoted 1 times
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exam887
2 years, 5 months ago
Selected Answer: BDF
should be BDF
upvoted 1 times
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NILKK
2 years, 6 months ago
One of the correct answer is showing as A. I wanted to understand how A(Choose Higher Number of Layers) is the correct Answer ?
upvoted 1 times
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KM226
2 years, 10 months ago
Selected Answer: BCE
I believe the answer is BCE because the model is overfitting.
upvoted 1 times
windy9
1 year, 1 month ago
C might not be, because the model yielded 99% accuracy on the training set
upvoted 2 times
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johnvik
3 years ago
choose smaller learning rate c, d, f,
upvoted 1 times
johnvik
3 years ago
ignore answer is correct BDF
upvoted 1 times
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Vita_Rasta84444
3 years ago
BDF!!!
upvoted 3 times
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astonm13
3 years ago
It is supposed to be BDF
upvoted 2 times
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C (25%)
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