Nisrine

HI, I'M NISRINE AMROUGI'm an AI & Data science Engineering Student

Specializing in RAG & Systems Optimization. I build high‑performance web platforms and robust data solutions.

Capabilities

Tech Stack

A focused toolkit spanning software engineering, AI systems, and collaborative delivery.

Programming Languages

Java
Python
C/C++
C#
SQL (Postgres)
JavaScript
HTML/CSS

Web & Backend Frameworks

React
Next.js
Node.js
Flask
FastAPI
Django
Spring Boot
ASP.NET Core

Developer Tools & Infrastructure

Git
Docker
Google Cloud Platform
VS Code
Visual Studio
IntelliJ
Jira
Redis
ChromaDB
Postman

Data & Python Libraries

Pandas
NumPy
Matplotlib
PyPDFLoader
RankBM25

AI/ML & LLM Engineering

RAG
Prompt Engineering
Vector Embeddings (OpenAI/HuggingFace)
LangChain
LangSmith
Ollama
RAGAS
Hybrid Search
Cross-Encoders
FlashRank
BM25
LLM-as-Judge
Selected Work

Featured Projects

A selection of my recent engineering work.

LexAssistant: Production-Grade RAG assistant for Moroccan Labor Jurisprudence
A production-Grade Rag system that navigates throught 500+ articles of the moroccan labor code and leverages different techniques and methods to provide accurate answers with minimum latency. For more details on the project, Check the technical case study linked down below.
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A production-Grade Rag system that navigates throught 500+ articles of the moroccan labor code and leverages different techniques and methods to provide accurate answers with minimum latency. For more details on the project, Check the technical case study linked down below.
Python
FastAPI
Next.js
LangChain
Ragas
langSmith
redis
pandas
Latency: 0.5sRecall: 96%