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Batched Model Fitting / Training in R

$30-250 USD

Lukket
Slået op næsten 2 år siden

$30-250 USD

Betales ved levering
trying to fit linear models in R using relatively large datasets which we now realize is beyond R's natural ability without using something like sparklyr, which we want to avoid. So, we would like to use a batched training approach that merges the results of model training performed on smaller datasets. Using small batches goes MUCH faster and doesn't run out of memory. However, we need a validated process to merge the results by averaging the fitted coefficients from across all batches. We've found this package called MuMInwhich promises to do the averaging for us. However, we need some help to help validate the process, craft an alternative if MuMIn doesn't work as planned, and hand over a working example that we can leverage in our work. The approach we have in mind is as follows: (1) break up source data set into equal-sized batches (2) save resulting fitted models from each batch (3) average the coefficients across all fitted models to create an overall model equivalent to one that was trained over the entire dataset at once
Projekt-ID: 33982130

Om projektet

14 forslag
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Aktiv 2 år siden

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14 freelancere byder i gennemsnit $195 USD på dette job
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$250 USD på 4 dage
5,0 (7 anmeldelser)
5,8
5,8
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$140 USD på 7 dage
4,7 (12 anmeldelser)
5,6
5,6
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$250 USD på 2 dage
5,0 (20 anmeldelser)
4,6
4,6
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$140 USD på 7 dage
4,9 (4 anmeldelser)
3,9
3,9
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Hi I am a very experienced statistician, data scientist and academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several companies and have done projects involving high level quantitative analysis and data interpretation skills to study the trends, time behaviour and compare the variables in the data. I can do advanced level analysis in SPSS, R, PYTHON, WEKA, TABLEAU, POWER BI, and EXCEL tools like machine learning, deep learning, AI, NLP, hypothesis testing, forecasting, T-test, ANOVA etc. Looking forward to discussion, Best Regards, Suyash
$360 USD på 7 dage
3,4 (22 anmeldelser)
5,4
5,4
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$100 USD på 2 dage
5,0 (1 bedømmelse)
2,0
2,0
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Hi, Dear Employer, I have read your job post carefully. I can write clean validated Machine Learning code and make a device-supported M. File. I have over seven-plus years of experience at the ✔Machine Learning (ML) ✔python ✔Matlab ✔C program, ✔C++ program ✔R program, ✔Algorithm ✔java Please feel free, and you may award me the task; I'd be happy and present you with the best products. Let's discuss this further via chat, and I'll start your project right now. Thanks! Al. A.
$140 USD på 2 dage
3,6 (5 anmeldelser)
2,5
2,5

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Medlem siden jun. 24, 2022

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