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A model predicting hospital admission based on from the emergency department

₹1500-12500 INR

Closed
Posted over 5 years ago

₹1500-12500 INR

Paid on delivery
An IEEE paper is attached which has to be implemented. DESCRIPTION: Developing a model for the Prediction of Hospital admission from the emergency department. Practical Implementation of the models of different machine learning algorithm like Logistic Regression,Decision Tree and Gradient Boosted Machine Algorithms and comparing there performance based on Accuracy and AUC-ROC curve. All these algorithms are implemented in the routinely collected administrative data from two major acute hospitals of Northern Ireland for predicting the risk of admission from the Emergency Department. The method for this study involved seven data mining tasks. These were: 1. Data extraction; 2. Data cleansing and feature engineering; 3. Data visualisation and descriptive statistics; 4. Data splitting into training (80%) and test sets (20%); 5. Model tuning using the training set and 10-fold cross validation repeated 5 times; 6. Predicting admissions based on the test data set and; 7. The evaluation of model performance based on predictions made on the test data. These steps help to ensure the models are optimal and prevent against overfitting The Enhancement Part is Designing the new algorithm which will give a better performance in terms of Accuracy and AUC-ROC curve than all the three algorithms i.e. Logistic Regression,Decision Tree and Gradient Boosted Machine algorithm. Write a thesis and a new research paper. Link for the paper to implement. [login to view URL]
Project ID: 17721676

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14 proposals
Remote project
Active 5 yrs ago

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14 freelancers are bidding on average ₹13,567 INR for this job
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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/django. My area of expertise is building financial models (Stock Markets) , Image Processing and building models for food, healthcare and telecom sector, Classification/Prediction/Clustering, NLP and Chatbots. Specifically, I have worked for log on stock data and model building for the same. I understand the project requirement and will deliver the desired product within the time specified. I would like to hear from you. Thanks Shivam
₹13,888 INR in 3 days
4.7 (110 reviews)
7.4
7.4
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Dear sir. Your project attracted my attention at first glance, because I've extensive experience in Model Prediction Programming. I'm really confident about your project, and very eager to join your project. If we have a chance to cooperate, I'll do my best to provide wonderful result. Looking forward to your response. Best Regards.
₹10,000 INR in 3 days
4.8 (69 reviews)
6.6
6.6
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Hello, Greetings of the day.!! Your project attracted my attention at first glance, because I've really rich experience in Machine Learning & Python Programming. I am having 5+ year of experience in Data Science using tools like Python, R, Spark. I have worked on several similar projects before! Worked on multiple projects in various domains like life sciences, CPG, Insurance. I have completed Master of Technology in Machine Learning. I'm really confident about your project, and very eager to join your project. If we have a chance to cooperate, I'll do my best to provide wonderful result. Work Areas - Image Processing(OpenCV), Text Mining(NLP), Supervised and Unsupervised Machine learning problem(Classification, Regression Clustering). Thanks, Abhyudaya D
₹5,555 INR in 3 days
4.7 (69 reviews)
6.1
6.1
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I will execute you project in no time. As a machine learner/data analyst based in France, I can only guarantee the use of my experience in this field to deliver the desired output. Cheers!
₹15,555 INR in 3 days
4.9 (8 reviews)
5.4
5.4
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Hi I am a very experienced statistician, data scientist, pogrammer 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 and EXCEL tools like machine learning, hypothesis testing, forecasting, T-test, ANOVA etc. Looking forward to discussion, Best Regards, Suyash
₹50,000 INR in 3 days
4.2 (44 reviews)
6.1
6.1
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Hi jangadekriti0203, I have gone through your project "A model predicting hospital admission based on from the emergency department" and could assure you the best of the solution. I am taking it as an opportunity and ready to deliver my best. please check our freelancer portfolio Also do have similar experience doing something similar to yours therefore I am looking forward to discuss and move ahead. Relevant Skills and Experience I have 10+ years of experience in Big Data Sales, Data Mining, Data Science, Machine Learning, Python I can do this within your budget too ₹1500 - ₹12500 INR Look forward to your response Thanks Mmadi
₹7,500 INR in 4 days
5.0 (1 review)
4.8
4.8
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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 different libraries such as NumPy, TensorFlow, pandas, SKlearn, openCV, graphlab and matplotlib. we are experts in applying machine learning algorithms and optimizing it such as regression, classification, clustering, reinforcement learning and deep learning. we are experts in python, C, C++ and C# . we are experts in visualizing data to be seen by the client in a simple way.
₹6,666 INR in 3 days
5.0 (10 reviews)
3.9
3.9
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Salutations, I have been developing scripts in the python environment for many years. I can complete your project. I must have a milestone created and complete specifications sent before i can do anything at all. Kind Regards
₹12,222 INR in 5 days
4.3 (12 reviews)
3.9
3.9
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My Skills Includes Machine Learning With SciKit-Learn and Tensorflow, Neural Network Architecture Designing with TFLearn and Keras, Python Automation, Python Automation with Selenium and XVFB-wrapper modules, Web Scraping with Requests and BeautifulSoup4 module. I have also done a paper for journal publication that is yet to be published on Deep Convolutional Neural Networks.
₹4,000 INR in 10 days
0.0 (0 reviews)
0.0
0.0
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Hello there, I am an analytics consultant with more than 6 years of experience working with clients across the globe on predictive modelling projects. I have worked on predictive models for hospital admissions in the past for Cleveland Clinic, US and another major population healthcare firm. My total relevant experience with predictive modelling in healthcare domain is 3+ years. Please ping for further discussion. Best, Yash
₹30,000 INR in 15 days
0.0 (0 reviews)
0.0
0.0
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We have a team of expert data scientists who have been implementing various statistical and machine learning techniques in predictive analytics. We follow the 'Fail-fast: Discover-more' approach. This enables us to use multiple algorithms and approaches simultaneously to choose the most effective approach. We believe we can add neural networks to the already mentioned machine learning algorithms to check if the over all accuracy increases. We would be happy to have the opportunity to work with you
₹12,500 INR in 3 days
0.0 (0 reviews)
0.0
0.0
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Professor Khan here, I am teaching graduate level at a local university and have helped many clients in completing their projects. I can help you complete your project. Regards.
₹1,500 INR in 3 days
0.0 (0 reviews)
0.0
0.0
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I am currently working as a Data Scientist at Applied Data Finance Pvt Ltd Chennai where I extract hidden insights from the data and build models for credit risk monitoring. I have past experience working as Global Alpha Researcher for US based company Trexquant where I have built Machine Learning models to develop strategies based on real-world data for USA, Canada, Europe and Asian market and was successful in deploying them into paper production. I hope I possess enough experience working on building models that could drive a business and thereby applying here.
₹11,111 INR in 4 days
0.0 (0 reviews)
0.0
0.0
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Hello, I am a data scientist with a big experience in the statistics and data science, mastering the python programming language and the different statistical software (R, SPSS, SAS ...) and working on real problems. as I am an active member in the kaggle community that organizes international data science competitions. I propose my application and thank you for contacting me for more information. cordially
₹9,444 INR in 3 days
0.0 (0 reviews)
0.0
0.0

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