Suljettu

Random Forest and logical regression

Need this to be done in 24 hours

A company has had a growing problem with increasing customer defections above industry average. The churn issue is most acute in the SME division and thus they want it to be the first priority.

Predict the customers which are most likely to churn.

Task:

Find the churn issue

Build the model and suggest actions

Data provided:

Training model – dataset which includes features of SME customers in Jan 2016, as well as the info about whether or not they have churned by Mar 2016.

The prices from 2015 for these customers.

How:

Use the trained model to “score” customers in the verification data set (provided in the file) and put them in descending order of the propensity to churn.

Classify these customers into two classes: those which you predict to churn are to be labelled "1" and the remaining customers should be labelled "0" in the result template.

Use the ROC curve and Brier scoring

Further:

Will a 20% discount offered to customers predict to be a good measure for churn (assuming it’s applied to all customers)?

(Table 1 describes all the data fields which are found in the data. You will notice that the contents of some fields are meaningless text strings. This is due to "hashing" of text fields for data privacy. While their commercial interpretation is lost as a result of the hashing, they may still have predictive power)

Taidot: Python, Tilastoanalyysi

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Tietoa työnantajasta:
( 96 arvostelua ) Singapore, Singapore

Projektin tunnus: #17733281

24 freelanceria on tarjonnut keskimäärin %project_bid_stats_avg_sub_26% %project_currencyDetails_sign_sub_27% tähän työhön

suyashdhoot

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 comp Lisää

$350 SGD 3 päivässä
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6.7
aki003iitr

My profile is as follows:- 4 years of experience in data science,machine learning and artificial intelligence solving complex problems for Fortune 500 companies - Proficient in R, Python, SQL,Matlab ; Hands on Lisää

$222 SGD 3 päivässä
(27 arvostelua)
5.6
liveexperts123

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$555 SGD 3 päivässä
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5.8
dinhfreedom

-----Very Nice Job. Professional Python, Statistical Analysis & Machine Learning expert. Best result in time----- [login to view URL] I read your description very carefully. I am very interesting for your project because I Lisää

$250 SGD 3 päivässä
(24 arvostelua)
5.3
$250 SGD 3 päivässä
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4.9
davidngo817

Hello, dear! I am interested in your project. I have extensive experience in data analysis such as classification and clustering, feature selection, dimensional reduction, time series analysis, data forecasting, miss Lisää

$200 SGD 3 päivässä
(9 arvostelua)
5.1
alkarajput3131

I am a data scientist and am proficient at implementing machine learning models and deep learning based models, both in R and python. I also am familiar with web-scrapping using python. I have good command over variou Lisää

$150 SGD 1 päivässä
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5.2
shivampanchal

I have a good hands on working with Advanced R and Python and BI tools and technologies, AI, Big Data. I have quite a good knowledge of DL/ML Algorithm , have also developed Dashboards and Web Applications using flask/ Lisää

$250 SGD 3 päivässä
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5.6
almashudshishir

Hi Its Abdullah Al Mashud,expert in machine learning.I can complete your task within your desired time [login to view URL] contact me for discussing about the [login to view URL]

$277 SGD 1 päivässä
(30 arvostelua)
4.9
cyash61

Hello there, I am an analytics consultant with more than 6 years of experience working with clients across the globe on predictive analytics. Please ping to discuss the project further. I think Logistic regressi Lisää

$300 SGD 3 päivässä
(5 arvostelua)
3.9
statistician71

Hi, I can create the churn model within 24 hours. Will use Logistic Regression and Random forest model. Regards Ismail

$250 SGD 1 päivässä
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3.9
Statxn

As an: - Bachelor's degree in applied mathematics - Engineer in statistics and applied economic - Specialized technician in Microsoft Office (graduated from Microsoft: Diploma MOS), I am available, able and ready Lisää

$140 SGD 1 päivässä
(9 arvostelua)
3.5
general985

Hello sir. I'm excited about your project, because I've really rich experience in Random Forest & Logical Regression Programming. I've developed many projects similar to yours and excellent skills. If you award me, Lisää

$155 SGD 3 päivässä
(10 arvostelua)
3.0
engineeringexp

Master in Engineering, Electrical and Electronic Engineer, who is dynamic, reliable, resourceful, committed and organized with enthusiastic approach to succeed with a pleasant attitude. Possessing excellent analytical Lisää

$31 SGD 3 päivässä
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1.8
m7madtamer

we are a team of persons sharing a lot of knowledge in artificial intelligence field. we are experts at machine learning, deep learning, artificial intelligence and computer vision, we work on many environments and Lisää

$155 SGD 3 päivässä
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1.4
saikatkumardey

I've built churn prediction models that has been deployed in production for an MNC I used to work with. I can help you do this with perfection. I'll also document all the steps in Jupyter notebook using which you can r Lisää

$222 SGD 5 päivässä
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1.4
supersuntech

I am a hard worker with fast learning capability. A results-driven, customer-focused, diligent and analytical Software Engineer who strive for self-development. Strong in design and integration problem solving skills. Lisää

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bhvbhushan7

Being in the telecom industry for more than 2 years, I have handled such analysis as a part of an everyday job description Questions: 1. Unable to find the data 2. Which industry are you targetting with this analy Lisää

$111 SGD 3 päivässä
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kingCzar

I am Machine Learner/Data Analyst and I can give you a sound result with multiple algorithms to find which will give the best prediction on test data. Check out my profile to see more. Cheers!

$177 SGD 3 päivässä
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karanburied

I work on machine learning and has recently worked on similar case for fraud detection. Multiple machine learning techniques can be used based on whether the churn data is equal for both classes or not. For unbalance Lisää

$111 SGD 2 päivässä
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