I will build and train custom machine learning models for prediction and forecasting

You have data and a question: what will happen next, or which category does this belong to? I build the model that answers it.

This is my highest-rated service, rated 5.0 across every order. I also publish peer-reviewed research, so you get statistics done properly rather than a notebook with an accuracy score and no validation behind it.

What I work with:

Prediction and regression: linear, ridge, lasso, SVR, random forest, gradient boosting

Classification: logistic regression, SVM, random forest, XGBoost, LightGBM

Time series forecasting: ARIMA, Prophet, LSTM

Clustering and segmentation: K-Means, DBSCAN, hierarchical

Deep learning where it earns its place: CNN, RNN, LSTM, transformers

I have built models for healthcare outcomes, financial fraud detection, e-commerce churn and recommendations, and academic research.

You receive a trained model, documented Python code you can rerun and modify, a performance report with accuracy, precision, recall, F1 and a confusion matrix, and a plain explanation of what the results actually mean for your decision.

I compare several algorithms rather than defaulting to one, and I tell you honestly when a simpler model beats a complicated one.