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Data Science : Recent Questions and Answers (Page 251)

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

Division of numbers from contours in opencv in python for cnn

I want to separate numbers in suppose 7638 into different images which can be predicted individually using cnn.By finding contours how can I divide each contour into separate image...

Asked on 01/09/2021 by haik

1 answer

Main options on how to deal with imbalanced data

As far as I can tell, broadly speaking, there are three ways of dealing with binary imbalanced datasets: Option 1:Create k-fold Cross-Validation samples randomly (or even better create k-fold samples...

Asked on 01/09/2021

2 answer

Deep Learning Pipeline motivation

A Deep Learning Pipeline consists of the following 5 points:Define and prepare problemSummarize and understand dataProcess and prepare dataEvaluate algorithmsImprove resultsHere is the source:...

Asked on 01/09/2021 by ayiram

1 answer

1D convolution for uni-variate data

Every one. I have EEG dataset with 80 subjects, 3072 data points and 100 trials. This a univariate data, it mean there is only one channel. I am confused how...

Asked on 01/09/2021

2 answer

Is it possible to have stratified train-test split of a set based on two columns?

Consider a dataframe that contains two columns, text and label. I can very easily create a stratified train-test split using sklearn.model_selection.train_test_split. The only thing I have to...

Asked on 01/09/2021

1 answer

Purpose of visualizing high dimensional data?

There are many techniques for visualizing high dimension datasets, such as T-SNE, isomap, PCA, supervised PCA, etc. And we go through the motions of projecting the data down to a...

Asked on 01/09/2021 by hlin117

8 answer

Imbalanced Dataset (Transformers): How to Decide on Class Weights?

I'm using SimpleTranformers to train and evaluate a model. Since the dataset I am using is severely imbalanced, it is recommended that I assign weights to each label. An example...

Asked on 01/09/2021

2 answer

Different results by running single model and from the VotingClassifier?

I have a situation where my model predictions differ when I use the prediction from a single classifier (e.g. SVM) and the sklearn.ensemble.VotingClassifier with only option the...

Asked on 01/09/2021 by gmaravel

0 answer

what should be the order of class names in sklearn tree export function (Beginner question on python sklearn)

I am trying a simple example with sklearn decision tree. I am giving "number,is_power2,is_even" as features and the class is "is_even" (of course this is stupid) Here is the...

Asked on 01/09/2021 by knightrider

3 answer

Model trained on CIFAR 10 performing badly when fed with internet downloaded images

My model is based on Shallow Net.When I am training my model, the results are:loss: 1.1398 - accuracy: 0.6093 - val_loss: 1.2309 - val_accuracy: 0.5657Then I downloaded 20...

Asked on 01/09/2021

2 answer

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