Hello,
I am highly experienced in creating robust linear models using Python, and I can efficiently develop a predictive model for your research dataset. To start, I will begin by thoroughly cleaning and preprocessing the data, ensuring that both numeric and categorical variables are correctly formatted and ready for analysis.
I will then use Python’s powerful libraries, such as Pandas for data manipulation, and Scikit-learn for building the linear regression model. The next step will involve splitting the dataset into training and test sets, where I will train the model using the training data and evaluate its performance using accuracy metrics like Mean Absolute Error (MAE) and R-squared.
Additionally, I will perform hypothesis testing and validation techniques to assess the model’s robustness. I will create detailed visualizations, including scatter and line plots, to illustrate the model’s results and predictions.
The final output will include a comprehensive report and well-documented code, along with actionable insights for future predictions.
'Hire Me' to receive results that meets your needs and exceeds your expectations.
Best Regards,
Aneesa