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Health data analysis project using R and azure environment

700 patients analysis trying to identify common factors on a particular disease, risk factors and to extrapolate results on a general population. I would like to use R on AZURE environment and different algorithms to test the best fit

I am performing a research on cancer patient´s ( 700 cases ) with about 50 variables each. I already collect data and I am in the process of data cleansing. Patient data is 100% anonymous and the data was collected on EXCEL table.

The idea is to make statistics analysis and a predictive model using R and AZURE BIG DATA machine learning environment.

I have collected data and divided in three components:

a.) Risk factors (Lifestyles and previous diseases and medications)
b.) Classification and evolution (stage, symptoms, type of tumor, diagnosis tools, complications, case following and actual condition)
c.) Performed therapy (surgical, drugs, others)

And I wish to perform predictions on three areas:

d) Best Practices on Diagnosis
e.) Best Therapy approach (surgical, medical, drugs, combination, others)
f.) Prognosis. (survival)

The job has 4 phases:

1. DATA GATHERING AND CLEANSING
Perform data cleansing operations, such as identification of noisy data and removal of outliers to make the prediction more accurate. The idea is to have the basic code to apply R packages to handle missing, duplicate and impure values. After initial run, I will continue performing several test, and improving data, so the idea is to run the model several times and customize/improve the R code provided by the freelancer. In this step the freelancer will not perform data cleansing, is just to provide the code to perform the basic clean process. (R code on Azure ML environment) The code could have comments to activate /deactivate other data cleansing steps for the future.

2. DATA ANALYSIS AND TRANSFORMATION
I would like to have frequency distributions for all the variables to start looking at trends and possible relations, after that I would like to perform a crosstab analysis, and correlations on desired variables. So the freelancer will provide the code to perform this three test. Additionally I would like to remove irrelevant attributes by performing a correlation analysis, which will play a least significant role in determining the outcomes.

The freelance will provide the R code on AZURE ML environment to do all of this. The code could have "Comments" for the future crosstabs analysis and regression.

3. BIG DATA ANALYSIS (USING AZURE MACHINE LEARNING AND THE ALGORITHMS TO CREATE THE APPROPRIATE PREDICTIVE MODEL.
I want to generate a decision tree or apply linear/logistic regression techniques to build a predictive model on DIAGNOSIS, (specificity) TREATMENT (best therapy) and PROGNOSIS elements. This procedure involves choosing a classification algorithm, identifying test data and generating classification rules. Identify the confidence of the classification model by applying it against test data, accordingly to this three mentioned components a.) Risk factors, b.) Tumor type, and c.) Performed Therapies.
The freelancer will provide the R code in AZURE Machine learning environment to do all of this.

4.) INFERENCES
Perform a cluster analysis to segregate data groups. Use these meaningful subsets of populations to make inferences on three mentioned areas: DIAGNOSIS (specificity of available test ), TREATMENT (best therapy ) and PROGNOSIS predicted desired components. The freelancer will provide the R code in AZURE Machine learning environment to do all of this.

Kemahiran: Azure, Pemasukan Data, Kesihatan, Bahasa Pengaturcaraan R

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Tentang Majikan:
( 0 ulasan ) Barcelona, Spain

ID Projek: #15718159

18 pekerja bebas membida secara purata $170 untuk pekerjaan ini

schoudhary1553

Hello Sir, I have read your project requirement and i can deliver your project with 100% quality . please give me chance to work on your job. Relevant Skills and Experience I have more than 7 years of experience in A Lagi

$250 USD dalam 4 hari
(146 Ulasan)
7.1
prajwalbhatt

I am Prajwal Bhatt, a final year undergraduate student at IIT Roorkee. I am a creative, flexible and focused individual who is passionate about Data Science, Natural Language Processing and the entire Analytics space. Lagi

$200 USD dalam 3 hari
(17 Ulasan)
4.4
Valuesolutions

Hello, how are you? I have read the details provided, but please contact me so that we can discuss more on the project. I don't outsource like most people do ensuring quality work on time Relevant Skills and Experien Lagi

$105 USD dalam 3 hari
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4.4
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3.9
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4.0
usmanhassan123

MPhil in STATISTICS and expert in R programming

$77 USD dalam sehari
(8 Ulasan)
3.7
NoelReubenMuturi

You need an analysis to identify common factors on a particular disease, risk factors and to extrapolate results on a general population. Relevant Skills and Experience A proficient statistician and a guru in R progra Lagi

$250 USD dalam 3 hari
(3 Ulasan)
3.2
henrikrobin

Expert in Statistics. Relevant Skills and Experience R Proposed Milestones $100 USD - a in 1 day. Sure.

$100 USD dalam sehari
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0.0
amsathvani

A proposal has not yet been provided

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jayeshdhoot91

Hi I am PhD in biostatistics and bioinformatics. 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 Lagi

$791 USD dalam 3 hari
(0 Ulasan)
0.0
ComputerCoderR

Hello, I am a Certified Azure, Data Entry, Health, R Programming Language, Database Development Expert. I have read your project Description and I would like to use R on AZURE environment and different algorithm Lagi

$31 USD dalam 2 hari
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0.0
shreyanshsurana9

Hey, I just completed my PG Diploma in Economics, Specialization in Data Analytics. I used R programming for all the analystics purpose. One of the projects I did was - "An Edge to Health", where I deliver two things Lagi

$100 USD dalam 2 hari
(0 Ulasan)
0.0
apshreyans1

I have completed one project in "Predict Patient Readmission Rate". Would like to know more about your requirement. Relevant Skills and Experience Have good exposure to Health care domain and also worked in Azure envi Lagi

$144 USD dalam 3 hari
(0 Ulasan)
0.0
gandhiakash1991

I would like to take this assignment as this really aligns my area of interest and expertise.I have a thorough knowledge of R and if you are flexible we can also use Weka,SAS to get some insights. Relevant Skills and Lagi

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jcszi

A proposal has not yet been provided

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$155 USD dalam 4 hari
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maneeshsharmaec

Greetings, I am an experienced Data Scientist and R programmer. The Solution will be in the following breakdown: (a) Data Cleaning and Processing. (b) Data Visualization. (c) Training the model with required ML Lagi

$194 USD dalam 4 hari
(1 Ulasan)
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