I will train, evaluate ml data, ai ml solutions, feature engineer, predictive model

Hi! I am Amna, having completed my MS in AI at LUMS, and I help clients transform raw data into effective machine learning solutions with clean code, clear results, and proper evaluation.

What I can do for you:

Data Cleaning + EDA

• missing values, outliers, encoding, scaling
• visualizations + insights

Supervised ML (Prediction)

• regression & classification
• Logistic Regression, Decision Trees, Random Forest/Ensembles, SVM

Unsupervised ML (Patterns)

• K-Means, hierarchical clustering
• segmentation + interpretation

Dimensionality Reduction

• PCA / LDA (when useful for compression or visualization)

Model Evaluation + Optimization

• train/test split, cross-validation
• metrics (accuracy, F1, ROC-AUC, RMSE, etc.)
• regularization + overfitting control

Deep Learning (basic use-cases)

• Simple Neural Networks / CNN (image classification starter-level)

What youll receive:

A clean Jupyter Notebook (or Python scripts), A short results summary (what worked + why), your trained model file (if needed) + instructions to run it

Data privacy matters. Your data stays yours. I don't reuse or share client datasets.

Message me before ordering if youre not sure which package fits Ill guide you.