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Binning and Encoding for Cat and Numerical Variables in R

@nagu2487 wrote: Hi All, Can anyone give some sample code in R on Binning (Numerical to Categorical) and Encoding (Categorical to Numerical). Thank you Posts: 1 Participants: 1 Read full topic

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•Explain how you validate that the data received from sources is suitable for...

@tillutony wrote: •Explain how you validate that the data received from sources is suitable for modelling? Posts: 3 Participants: 2 Read full topic

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Best practices used while building models

@tillutony wrote: Hi Experts, please elaborate on Which model documentation best practices have you used while building models? regards,Tony Posts: 2 Participants: 2 Read full topic

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Difference between OLS & MLE?

@tillutony wrote: Hi Experts, Please Explain the difference between OLS & MLE? Regards,Tony Posts: 1 Participants: 1 Read full topic

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Predictive power of regression models?

@tillutony wrote: Hi Experts, How do you measure predictive power of regression models? Regards,Tony Posts: 4 Participants: 3 Read full topic

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•What are the problems of Auto-correlation & Heteroscedasticity in regression...

@tillutony wrote: Please explain What are the problems of Auto-correlation & Heteroscedasticity in regression analysis? Tony Posts: 1 Participants: 1 Read full topic

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Explain why regression analysis is not efficient in classifying categorical...

@tillutony wrote: HI Explain why regression analysis is not efficient in classifying categorical data? tony Posts: 2 Participants: 2 Read full topic

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•Explain what is confusion matrix and how it is used to validate...

@tillutony wrote: •Explain what is confusion matrix and how it is used to validate classification models? Posts: 3 Participants: 2 Read full topic

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Basic questions from newbie

@chakravarty wrote: Hi,I am currently learning ML algorithms and implementing in R. I have a couple basic questions.1.)Is dimensionality reduction same as feature selection? I know that in R...

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How does data visualization help in framing hypothesis?

@tillutony wrote: Hi Experts, help me on How does data visualization help in framing hypothesis? Thx,tny Posts: 1 Participants: 1 Read full topic

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Apply Log to Linear Regression

@tillutony wrote: Hi Experts Applyg Log to Linear egression how does this improve the R squared? Please elaborate what happens lm(log(Item_Outlet_Sales) ~ ., data = new_train) Regards,Tony Posts: 5...

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•Explain what is concordance index?

@tillutony wrote: Please Explain what is concordance index? Posts: 1 Participants: 1 Read full topic

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Forecasting Differences

@tillutony wrote: Explain the differences in methodologies used in uni-variate time series forecasting & regression based forecasting? Posts: 2 Participants: 2 Read full topic

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•Explain White noise series,

@tillutony wrote: •Explain White noise series, Posts: 1 Participants: 1 Read full topic

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Natural Language Processing

@tillutony wrote: Hi Experts, Any Pointers on NLP Regards,Tony Posts: 1 Participants: 1 Read full topic

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Basic questions

@chakravarty wrote: Hi,I have a couple of basic questions. I am bit familiar with R.1.)what is multicollinearity?How do i check if there exists any multi collinearity among the attributes?Is it a good...

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How to do feature selection in R using Random Forest for classification and...

@nagu2487 wrote: Hi All, Can you please help me understand how to do feature selection in R using Random Forest for classification and regression? Posts: 1 Participants: 1 Read full topic

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Worthfulness of Analytics course offered by Internshala?

@Ranjan_Shakti wrote: Hi Kunal, How much the course offered by Internshala would be worthful to start career in field of Analytics and whether its certificate carries values in Industry while...

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How to estimate the out of bag error?

@ankit81195 wrote: I studying about the bagging methods and random forest algorithm while studying them I came across a way which is used by bagging and random forest to estimate the test error while...

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How the variable importance is measured during model building?

@ankit81195 wrote: Whenever I have built a model using different algorithms like the random forest I usually calculate the variable importance.So I do not overfit the model. variable importance - It...

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