I will do predictive modeling with machine learning in r and python

I am open for custom offers, so feel welcome to message me and we can discuss the specific requirements of your project. Additionally, you may want to explore my other gigs. If your project is complex, I am always open to breaking down the project into smaller parts and addressing them individually.

The Basic package entails the application of a single traditional algorithm, while the Standard package employs ensemble learning. Ensemble learning represents an approach that combines multiple algorithms to make joint predictions, often leading to superior model performance.

One main difference is that the Standard package involves using ensemble methods, while the Premium package involves using ensemble methods with feature engineering and hyperparameter tuning, which further improves model performance. Another difference is that the latter involves complex problems.

Data preparation, documented and polished code, creating new variables/feature engineering, incorporating Explainable Artificial Intelligence (XAI), and other custom options. Feature engineering is included within the premium package by default. Prices of the extras depend on the complexity.

You would get the trained model as a separate file and its configuration (list of predictors, model performance metrics, and cross-validation method) by default. A degree of customization (e.g., file format, prediction output) is included at no additional cost, as detailed in the following FAQ.

You have the flexibility to choose the format of the predictions (raw values or probabilities), as well as the file format for model export, which enables its deployment. If needed, I can also deliver the model within a deployable app as an extra, which can be used offline or hosted on a website.

Yes, while I am not a developer, I am able to deploy the model within R Shiny and Python applications or websites as an extra in numerous contexts. If deployment exceeds my capabilities or your budget, you can opt for the default delivery, and a developer can handle the deployment as needed.

Yes, it is assumed you have your own data. If you have a regular-sized messy dataset, I can offer preparation as an extra. If you have a large database with several tables that should be wrangled and joined, I can do the preparation beforehand within the data preparation gig.

Don't worry, I am familiar with data ethics. I also understand the importance of protecting sensitive data. Your data will be handled strictly for the purpose of performing the modeling you requested. They will not be shared with any third parties and will be deleted after the gig is completed.

This gig does not include computer vision, chatbots, and recommendation systems.