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When is normalization of data required

@rahul29 wrote: Hi All, Is it always advisable to have normalized data passed to models? can anybody explain it properly that when to do normalization or scaling of features in different scenarios...

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Analytics course for Sales Professional

@rizvin7 wrote: I am a Sales professional with over 9 years experience, currently working for an online portal. I am keen on pursuing a course and eventually a career in Analytics and Business...

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Need your guidance regarding career in Data science

@SachinN09 wrote: Hi Kunal/Analyticsvidhya Team, Analytics Vidhya is a great website with lots of crisp information in this ocean of Big data career information. First of all thank you for such a...

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Choosing a sub domain in Data Science

@bhavyaghai wrote: Hi Everyone, I am a final year master's student in IT and looking forward to pursue MS in Data Science starting fall 2016. I possess working knowledge of R, Machine learning &...

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What do you mean by in-memory data processing when it comes to Qlikview

@deepak.anandani88 wrote: Hello, I have read many discussion, everywhere its mention that Qlikview is in memory BI tool, what does that actually mean, Is tableau not an in-memory tool..? Posts: 1...

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Download Analytics and Big Data Salary Report 2016

@Sukanya wrote: The job of a Data Scientist is predicted to gain a notable status as many companies are realizing its importance in their day to day decisions. It is said to be the best job for 2016...

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How to resolve error while using truncatedSVD in python

@pagal_guy wrote: hello, I am trying to solve the https://www.kaggle.com/c/home-depot-product-search-relevance problem and in one place I am using: rfr = RandomForestRegressor(n_estimators = 500,...

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Evaluation Score - Date your Data Contest

@sonny wrote: Team, Is the Evaluation AUC Score for "Date your data" contest on the entire TEST dataset or a partial set of the TEST Dataset?If yes, what is the split? Posts: 1 Participants: 1 Read...

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Machine Unlearning

@Bolaka wrote: Everyone has tried their best at making models learn classes or numbers. But how to make a machine learning model "unlearn" some instances? Let me put forth my ideas on the same and I...

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A look into the Hackathon

@ravi1989 wrote: Hi all, I was looking out the problem statement of the hackathon that is been conducted from feb 26-feb 28th. I find that the training dataset contains more entries than the testing...

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Post-Graduate Diploma in Statistical Methods and Analytics

@bhaskarjit wrote: Can I become a data scientist if I enroll for the course "Post-Graduate Diploma in Statistical Methods and Analytics" offered by Indian Statistical Institute? link to course:...

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How to merge the data files in r or sas?

@shyam wrote: hi guys i need a help in this date with your date hackathon regarding how would we merge information of student and internship in train/test data set using primary key in R or SAS...

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Solution submission walk through

@arfat wrote: Good Morning,This is my first hackathon in analytics. I registered for "Date your data", can you please walk through on how to submit the solution, for suppose i use "R" then after...

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Date your data: How to upload the code file

@urveshdev wrote: I'm not able to find the place where I can upload my code file. As mentioned in the competition, it is mandatory while setting final submission but I don't see any option to do that....

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Two different results on confusion matrix using random Forest on loan...

@Surya1987 wrote:...

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Steps after Imputation

@Surya1987 wrote: I have created 5 imputed datasets on loan prediction data using Amelia Package.How to proceed further using them in the model. Should I combine the results generated by all to meet...

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How to convert a CSCmatrix or dgCMatrix into dataframe?

@Rohit_Nair wrote: Can we convert CSCmatrix or dgCMatrix into dataframe ? i read many forum pages .but couldnt understand, Can anyone help me with this ? class(objTrain_hashed)[1] "CSCMatrix"...

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Date your data-How to improve model accuracy

@sowmiyanm wrote: Can anyone give any pointers on how to proceed further for improving accuracy for this hackathon (Mine is only 0.54)Steps followed by me so far:1. Joined Internship data to train...

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Download - Free Tutorial to learn Data Science in R from Scratch

@Manish wrote: Hello, On users demand, I have uploaded the pdf version of Tutorial on Data Science in R. I hope this tutorial enhances and improve your R and Machine Learning skills. To get maximum...

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What is the standard way for doing validation for a Machine Learning model?

@jalFaizy wrote: Can you really believe in your model after training? Not until you have validated it. So how would one approach this problem? Also suggest some resources for this validation pipeline...

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