I will build custom machine learning and deep learning models in python

Are you tired of generic tutorials and messy data that don't solve your actual problem? Do you need a custom Machine Learning or Deep Learning model that is rigorously validated?

I am an AI researcher with an MS in Computer Science (AI) from COMSATS University. My published research focuses on deep learning for ECG signal classification, and I have built a self-improving AI trading assistant running in production.

I specialize in building custom Deep Learning architectures (CNNs, Transformers) in PyTorch, Tabular Machine Learning (Random Forest, XGBoost) with Optuna tuning, and rigorous validation protocols (5-fold patient-level cross-validation, LOSO, walk-forward).

I don't just train models; I validate them rigorously with cross-validation and honest reporting, ensuring your solution works reliably in the real world.

My services include:

• Custom Deep Learning & ML model development
• Hyperparameter tuning & pipeline optimization
• Class imbalance handling & SHAP explainability
• Rigorous model validation & detailed performance reports

Please send me a message before ordering so we can discuss your dataset, goals, and challenges. Let's build something that works.