I will build predictive models using machine learning in python r

Are you looking to build accurate, predictive machine learning models for your business, research, or project?

Im Maina, a data scientist with 4+ years of experience applying machine learning in real-world projects using Python and R. Whether you need help with regression, classification, or model evaluation, I deliver fast, interpretable results and clean, well-documented code.

What I Offer:

Predictive modeling using supervised learning algorithms

Model selection and evaluation (e.g., logistic regression, decision trees, random forests)

Train/test split or cross-validation techniques

Clear performance metrics: accuracy, precision, recall, F1-score, ROC/AUC

Visualization of model output (e.g., confusion matrix, feature importance)

Clean code in Jupyter Notebook or R Markdown

Support with academic, research, or business data

Tools & Libraries:

• Python: scikit-learn, pandas, NumPy, Matplotlib, Seaborn, XGBoost
• R: caret, glm, randomForest, ggplot2
• Platforms: Jupyter Notebook, RStudio .