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Code. Learn. Repeat.
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kristishqau/README.md

Kristi Shqau

Full-stack software engineer based in Tirana, Albania.

I build reliable web applications and backend services, working across frontend interfaces, APIs, databases, system integrations, automated testing, and delivery pipelines. My experience includes enterprise application development, real-time workflows, and the modernization of existing systems.

I value clear architecture, maintainable code, security, and practical solutions to complex business problems. I am comfortable learning new technologies when they are the right fit for the system.

Engineering toolkit

Languages: C#, TypeScript, JavaScript, Python, SQL

Backend and integration: ASP.NET Core, .NET MVC, Entity Framework Core, REST APIs, WebSockets, SignalR, JWT/RBAC, Keycloak, microservices and event-driven systems

Web applications: React, Vite, responsive interfaces, accessibility and progressive web applications

Data and applied ML: SQL Server, PostgreSQL, Supabase, scikit-learn, PyTorch, Transformers and model evaluation

Quality and delivery: Docker, GitHub Actions, Azure DevOps, Playwright, Vitest, xUnit/NUnit, automated testing and CI/CD

Featured projects

EmployeeData API

View repository

A secure employee, project and task-management platform demonstrating production-oriented API design and authorization boundaries.

  • Uses JWT authentication, role-based authorization and current-user revalidation.
  • Enforces project membership, task-assignment and administrative business rules.
  • Includes password migration, login rate limiting, strict CORS, pagination, health checks and Problem Details responses.
  • Uses explicit Entity Framework Core migrations and isolated integration-test databases.
  • Provides 90+ xUnit integration-test declarations.
  • Runs locked restore, formatting, Release builds, tests, migration checks and dependency auditing in CI.

Engineering themes: API security, authorization, data integrity, testing, migrations and maintainable backend architecture.

Tweet Sentiment Analysis

View repository

A production-minded, four-class sentiment-analysis system designed around trustworthy evaluation rather than inflated random-split results.

  • Evaluates 71,117 records across 32 target entities.
  • Prevents tweet-ID, exact-text and normalized-text leakage between evaluation folds.
  • Achieves 0.6355 macro-F1 with Twitter-RoBERTa across five canonical grouped folds.
  • Improves macro-F1 by 11.76% over the strongest classical baseline.
  • Includes nested evaluation, class-level error analysis, model and data cards, CLIs and a browser demo.
  • Provides 30 tests, 90%+ coverage, Python 3.11-3.14 CI, dependency auditing and a hardened container workflow.

Engineering themes: machine learning evaluation, reproducibility, data leakage, NLP, testing, CI/CD and deployment tradeoffs.

Contact

Pinned Loading

  1. MVC_Web_App MVC_Web_App Public

    This Blog Web App is a ASP.NET MVC blog experience! This project is not just about posts; it's about creating, managing, and immersing yourself in a potent content hub.

    C# 1

  2. ASP.NET_Web_API ASP.NET_Web_API Public

    This project(in .NET Web API) is an Employee Data Management System designed to streamline and automate various tasks related to employee and project management. It includes features such as user a…

    C# 5 1

  3. SentimentAnalysis_NLP SentimentAnalysis_NLP Public

    A project for sentiment analysis of tweets using various NLP techniques and machine learning models.

    Python