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Recent questions and answers
1
1 vote
1
answers
1 answer
2.0k
2.0k views
What are the best tools and resources for learning programming?
I am wondering if anyone can suggest the best resources and tools for learning programming?
askdatascience
1.0k
points
12
13
16
asked
Aug 26, 2018
Programming
books
resources
apps
programming
+
–
10
10 votes
2
answers
2 answers
4.9k
4.9k views
How to use LinkedIn Learning (formerly Lynda.com) for free?
I heard some people use Lynda.com resources for free. Could someone let me know how does it work?
tofighi
116k
points
73
79
101
asked
Sep 16, 2018
General
linkedin-learning
lynda
video-tutorial
tutorials
+
–
1
1 vote
1
1 answer
1.6k
1.6k views
How to analyse imbalanced categorical colum in dataset
Hello,I have a dataset with a categorical column that contains three categories. One of the categories represents 98% of the data, while the remaining 2% are distributed ...
ghoshbabu
140
points
3
answered
Feb 19
Data Science
data-science
imbalanced-data
data-analysis
data-cleaning
+
–
0
0 votes
1
answers
1 answer
437
437 views
Step-by-Step Hidden State Calculation in a Recurrent Neural Network
Consider a simplified Recurrent Neural Network (RNN) with a single input and a single output. The hidden state is updated using the recurrence:$$ h_t = \text{ReLU}(W_{ih}...
tofighi
116k
points
73
79
101
answered
Dec 1, 2025
Machine Learning
machine-learning
deep-learning
rnn
+
–
0
0 votes
1
answers
1 answer
2.5k
2.5k views
How to calculate feed-forward (forward-propagation) in neural network for classification?
For the following neural network, calculate accuracy of classification, given these settings
tofighi
116k
points
73
79
101
answered
Oct 9, 2024
Machine Learning
ml-midterm
ele888-midterm
deep-learning
ml-exercise
machine-learning
feed-forward
forward-propagation
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–
0
0 votes
0
0 answers
1.3k
1.3k views
When to use one hot encode a category and when to segment by category?
When pre processing data for machine learning. Is there any difference in using one hot encoding to turn categoric variables into numeric variables or to segment the data...
NewDS64
120
points
1
1
3
asked
Feb 22, 2023
Machine Learning
machine-learning
preprocessing
+
–
0
0 votes
1
1 answer
7.6k
7.6k views
How to calculate the residual errors, (MSE),(MAE), and (RMSE)?
Given the following sample dataset with 5 samples and 2 features:SampleFeature 1Feature 2Actual ValuePredicted Value1234623456345674567856789Calculate the residual errors...
tofighi
116k
points
73
79
101
answered
Jan 26, 2023
Machine Learning
residual
linear-regression
ml-midterm
ml-exercise
machine-learning
ele888-midterm
+
–
0
0 votes
0
0 answers
1.3k
1.3k views
Can you verify the validity of this chart comparing the review scores for Marvel Phase 4?
I have some skepticism about the validity of the charts below comparing the critic and audience reviews for Phase 4 of the MCU to the previous 3 phases. There are over 18...
GammaRay247
120
points
1
1
3
asked
Jan 9, 2023
Exploratory Data Analysis
data-science
+
–
0
0 votes
1
answers
1 answer
1.9k
1.9k views
List of free Qwiklabs labs
Provide a short list of free cloud labs on Qwiklabs
tofighi
116k
points
73
79
101
answered
Oct 28, 2022
Cloud Computing
qwiklabs
cloud-computing
gcp
aws
+
–
0
0 votes
0
0 answers
1.4k
1.4k views
Which code has best runtime and why?(the one commented or the other one)
# for key, value in dict.items(): # if value >= long: # long = value # long_name = key # if value < sh...
someone_prog
120
points
1
1
3
asked
Sep 2, 2022
Python
python
+
–
0
0 votes
0
0 answers
1.5k
1.5k views
Creating tables from unstructured texts about stock market
I am trying to extract information such as profits, revenues and others along with their corresponding dates and quarters from an unstructured text about stock market and...
messyaryal
120
points
1
1
3
asked
Aug 1, 2022
Machine Learning
nlp
machine-learning
data-science
information-extraction
ai
+
–
0
0 votes
0
0 answers
1.3k
1.3k views
How do I compare the count of a value in each year while having a different sanple size each year.
How do I accurately compare between the number of something a survey measure from my employees each year with a varying umber of survey engagement and employee size?If I ...
Nescafeadjust
120
points
1
1
3
asked
Jun 8, 2022
general
data-science
+
–
0
0 votes
0
0 answers
1.4k
1.4k views
Is it possible to make a forecast of a future value of Air Temperature using Fast Fourier Transform?
Is it possible to make a forecast of a future value of Air Temperature using Fast Fourier Transform, if yes, what should be the process or how you'll be able to do it. Th...
nuroxyjames
120
points
1
1
3
asked
Jun 2, 2022
Data Science
fft
data-science
fast-fourier-transform
spectral
analysis
prediction
forecasting
+
–
0
0 votes
0
0 answers
1.3k
1.3k views
forecast log transformed fitted values for 2 years using ARMA model
Input is a stock price in exponential transformation. We are asked to forecast using ARMA results for 2 years.
mbassoun
120
points
1
1
3
asked
May 4, 2022
Exploratory Data Analysis
data-science
predict
+
–
0
0 votes
0
0 answers
1.5k
1.5k views
Kmeans clustering in python - Giving original labels to predicted clusters
I have a dataset with 7 labels in the target variable.X = data.drop('target', axis=1) Y = data['target'] Y.unique()array(['Normal_Weight', 'Overweight_Level_I', 'Overweig...
Frenzy
120
points
2
2
4
asked
Apr 27, 2022
Machine Learning
python
machine-learning
clustering
scikit-learn
+
–
0
0 votes
0
0 answers
1.0k
1.0k views
Bankruptcy prediction and credit card
Hello everyone newbie data scientist here.I'm working on a project to predict companies (probability of default) bankruptcy probability and to assign them a credit rating...
Yassine
120
points
1
1
3
asked
Apr 10, 2022
Machine Learning
classification
deep-learning
data-science
linear-regression
+
–
0
0 votes
1
1 answer
1.8k
1.8k views
how to output f1-score instead of accuracy
I have the code below, outputting the accuracy. How can I output the F1-score instead? Thanks in advance,clf.fit(data_train,target_train) preds = clf.predict(data_test) #...
tofighi
116k
points
73
79
101
answered
Apr 2, 2022
Python
machine-learning
f1score
accuracy
+
–
0
0 votes
0
0 answers
989
989 views
I cannot get this code to work. please help.
from keras.models import Sequential from keras.layers import Dense from keras.layers import LSTM from sklearn.model_selection import train_test_splitmodel = Sequential() ...
anonymous1200
120
points
1
1
3
asked
Mar 21, 2022
Python
machine-learning
data-science
neural-network
+
–
0
0 votes
0
0 answers
989
989 views
Battery data projects
Where can I find projects related to battery data?
alanq
130
points
1
1
4
asked
Mar 2, 2022
General
data-science
+
–
1
1 vote
0
0 answers
1.1k
1.1k views
How can you build dynamic pricing model with data only from rigid pricing?
I want to build a dynamic pricing model which means if product is too expansive for a client and there is a risk that we might loose a client we lower the price for them ...
Gwanza
130
points
1
1
3
asked
Jan 21, 2022
General
dynamic-pricing
data-science
predict
+
–
0
0 votes
0
0 answers
806
806 views
What analytical software would be good for a company to use?
This would be for a company that is just now looking into using a software to track data for wine making.
AverageJane
120
points
1
1
3
asked
Jan 14, 2022
Data Science
data-science-programming-software-
+
–
0
0 votes
0
0 answers
987
987 views
Do you usually collect you own data or there is always a resource available for you? Or it depends on the company?
matew
120
points
1
1
3
asked
Jan 9, 2022
Data Science Interview Questions
data-science
+
–
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