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Data Science : Recent Questions and Answers (Page 26)

Find answers to your questions about Data Science or help others by answering their Data Science questions.

How to feed training set labels into Keras LSTM

I’m implementing an LSTM with Keras and I know that I have to reshape the training dataset in a 3D object. Basically I have a dataset of shape (300000, 839)and...

Asked on 09/26/2021

1 answer

Patch wise training vs Full Convolutional Training in semantic segmentation

As mentioned in the title, what are those 2 methods? I already checked this question: Patchwise and Full training, (and the mentioned paper) but i can't really understand the...

Asked on 09/26/2021

1 answer

How backpropagation works in case of 2 hidden layers?

Imagine the next structure (for simplicity, there's no bias, and activation formatting with sigmoid or relu, just weights). The input has two neurons, the two hidden layers have 3 neurons...

Asked on 09/26/2021

0 answer

How do local minima occur in the equation of loss function?

In gradient descent, I know that local minima occur when the derivative of a function is zero, but when the loss function is used, the derivative is equal to zero...

Asked on 09/25/2021

2 answer

Include time as a variable in regression model

I am currently working on a regression problem which requires me to predict the costs of a fixed asset. I have used several variables to do so and derived a...

Asked on 09/25/2021 by Justin Messi

1 answer

Changing word inflections

This might be an unusual question. I have a situation where I am creating paraphrases with a rule based system. One transformation that I'd like to implement would one that...

Asked on 09/25/2021 by Alan Hogue

1 answer

How can I measure the reliability of the specificity of a model with very small train, test, and validation datasets?

Stats newbie here. I have a small dataset of 646 samples that I've trained a reasonably performant model on (~99% test and val accuracy). To complicate things a little bit,...

Asked on 09/25/2021

1 answer

Which type of model to use and what's my target variable

I am a beginner in Data Science field, so sorry if my question is too basic. The task is to build an ad bidding model for online marketing which...

Asked on 09/25/2021 by Elena Stamatelou

4 answer

Inception Score (IS) and Fréchet Inception Distance (FID), which one is better for GAN evaluation?

IS uses two criteria in measuring the performance of GAN: The quality of the generated images, and their diversity based on the entropy of the distribution of synthetic data. On...

Asked on 09/25/2021 by Giang Nguyễn

1 answer

Bib number recognition using Keras

I want to implement a racing bib number recognition application (for study purposes) using Keras API. I can manage training a CNN model to detect different numbers but how to...

Asked on 09/25/2021

2 answer

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