Task is to predict which water pumps are going to continue working, which are going to need repairs and which are going to fail.
(removed by Toogit admin)
Algorithms to use:
Regression, Decision Trees (Bagging, RF, XGBoost), Naive Bayes and KNN, KDE, PCA, LDA/QDA and SVM.
You must combine models by using ensembles. Using ensembles is about learning a target function by training a number of individual models and combining their predictions.
Python notebook must be used.
Feature Engineering - remove outliers, remove useless features, look for NAs and missing data and impute them, create new features
Any library but Scikit-Learn (Python) preferred.
!Reference Sources!
A detailed explanation of the machine learning process followed to achieve the results. Every cell - what is it looking for, why is this step carried out, what will it achieve, all results explained.
Minimum public score: 0.8262
Time to completion 48 hours after accepting job.","employmentType":["FULL_TIME","PART_TIME","CONTRACTOR","TEMPORARY","PER_DIEM"],"jobLocationType":"TELECOMMUTE","hiringOrganization":{"@type":"Organization","name":"Toogit","sameAs":"https://www.toogit.com/","logo":"https://www.toogit.com/images/toogit_logo_initial.png"},"identifier":{"@type":"PropertyValue","name":"Toogit","value":366921},"skills":["Scikit-Learn","Data Science","Machine Learning"],"applicantLocationRequirements":[{"@type":"Country","name":"IN"},{"@type":"Country","name":"Canada"},{"@type":"Country","name":"USA"},{"@type":"Country","name":"Germany"},{"@type":"Country","name":"Pakistan"},{"@type":"Country","name":"Philippines"},{"@type":"Country","name":"Indonesia"},{"@type":"Country","name":"Sri Lanka"},{"@type":"Country","name":"Nigeria"},{"@type":"Country","name":"China"},{"@type":"Country","name":"Russia"},{"@type":"Country","name":"Bangladesh"}],"validThrough":"2024-08-11T18:44:09+05:30","url":"https://www.toogit.com/freelance-jobs/MzY2OTIx"}
Remote Data Mining And Management Job In Data Science And Analytics
Find more Data Mining And Management remote jobs posted recently Worldwide
Work from Anywhere
40 hrs / weekFixed Type
Remote Job$95.51
Cost Looking for help? Checkout our video tutorial
How to search and apply for jobs
How to apply? Do you have more questions about the Job?
See frequently asked questions
I am looking for somebody to do a short laboratory report, transferring data provided into the report, creating tables and analysing the data collected to create a conclusion etc. Should also contain references The report needs to be 2 pages long
read more
I will give you a sheet with all my inventory in my warehouse, and will let you use my linnworks to download what you need,
And I would like you to make me a sheet of what I need to reorder based on the of the sales in the last month and it...read more
I am trying to read card numbers from the debit/credit cards.
Cards are not standard Visa/Master cards and they are for a middle east country.
I am new to Machine Learning.
I was able to detect the box using TensorFlow and it i...read more
Need help building an automated system scrapping data from Baidu Qianxi into an excel sheet that is automated. Series is updated daily. We will discuss remaining details through Toogit chat.