Comparative analysis using 5 machine learning algorithm to predict hospital bed capacity occupancy
Budget: $10 – $30 USD
I am looking for a freelancer to perform a comparative analysis using 5 machine learning algorithms to predict hospital bed capacity occupancy. The ideal candidate should have experience in machine learning and data analysis, as well as proficiency in Python. The project should be completed within less than 3 days. Dataset has been provided
The level of data preprocessing and cleaning required is minimal. The freelancer will be provided with the necessary data. The project will involve the following tasks:
- Analyzing and understanding the provided data
- Developing and implementing 5 machine learning algorithms to predict hospital bed capacity occupancy
- Comparing the performance of the different algorithms
- Providing a detailed report on the findings
Required skills and experience:
- Proficiency in Python, JUPYTER NOTEBOOK
- Experience in machine learning and data analysis
- Strong analytical and problem-solving skills
- Excellent communication skills and ability to provide clear and concise reports and presentations
Required algorithms:
- ARIMA model
- Linear Regression
- LSTM
- Neural Network
- Random Forest
The level of data preprocessing and cleaning required is minimal. The freelancer will be provided with the necessary data. The project will involve the following tasks:
- Analyzing and understanding the provided data
- Developing and implementing 5 machine learning algorithms to predict hospital bed capacity occupancy
- Comparing the performance of the different algorithms
- Providing a detailed report on the findings
Required skills and experience:
- Proficiency in Python, JUPYTER NOTEBOOK
- Experience in machine learning and data analysis
- Strong analytical and problem-solving skills
- Excellent communication skills and ability to provide clear and concise reports and presentations
Required algorithms:
- ARIMA model
- Linear Regression
- LSTM
- Neural Network
- Random Forest