Igli Kristo

Full Stack Developer • Septuni Co-Founder

Experience

Maintained a POS and online system, including in-store e-kiosks
Used Next.js for Server-Side Rendering, Prisma ORM for databases, and Next Auth for authentication
Structured the project as a monorepo, managing MySQL via phpMyAdmin

Attended daily stand-up meetings and presented concise updates to the team, sharing key findings
Collaborated with another intern, planning our next steps in the data processing workflow and strategically dividing the workload.
Applied XGBoost to forecast metrics like advantage and purchase likelihood, emphasizing teamwork to identify influential product properties.
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Co-founded a project focused on connecting university communities around the globe
Built a cross-platform social platform using Expo, Firebase, and Redux
Designed and implemented a scalable system with onboarding, login, profile views, posts, comments, replies, and notifications
Engineered a modular Firestore schema and interactive comment architecture
Project spans over 3,000 lines of production-ready code
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Developed a modular Python application implementing key ML algorithms: SVM, K-Nearest Neighbors (KNN), Linear Regression (Gradient Descent & Normal Equation)
Integrated end-to-end ML pipeline with data loading, preprocessing, and k-fold cross-validation
Implemented GUI (PySimpleGUI) for model parameter selection and training visualisation
Designed reusable modules for cross-validation, ROC curve plotting, and dataset management
Tested and validated all major components (e.g., svm_test.py, roc_curve_test.py)
Organised >2000 LOC across cleanly structured directories: algorithms/, data/, plots/, tests/
Produced comprehensive documentation and reports, including performance analysis and research notes
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