Fatima Ezzahra
Sounny Slitine

Epineon.AI · Casablanca · Data Scientist · 2023—now

A platform that reads the news and scores what matters

An upskilling and networking app that scrapes news at scale, then ranks each article by the entities and relations inside it using a knowledge graph — so people see what's actually worth their time.

• Generated personalised learning content with LLMs — summaries, text-to-speech, podcasts, and quizzes.
• Clustered users by goal: SentenceTransformers embeddings grouped with Ward's hierarchical clustering, plus a custom threshold that finds the cleanest communities — matching people for debates and discussions.
• Ran heavy jobs in parallel with a hybrid thread/process pool, and exposed everything through FastAPI: users, content, messaging, recordings, automatic recaps.

• Knowledge Graphs
• RAG
• SentenceTransformers
• Hierarchical Clustering
• LLMs
• Web Scraping
• FastAPI
• MongoDB
• MinIO
• Python

Epineon.AI · Casablanca · Data Scientist · 2023—now

Turning a block of text into a finished video, automatically

A text-to-video platform: sentence segmentation and entity recognition pick the moments worth showing, then matching images and clips are assembled into a cut — no editor required.

• Built the full pipeline end to end — collection, cleaning, pre-processing, S3 storage, and rendering.
• Wired recognition over both images and video to choose visuals that fit the script.

• NLTK
• spaCy
• MoviePy
• Flask
• FastAPI
• TypeScript
• AWS
• Ollama
• vLLM
• SearXNG

Aalto University · Espoo, Finland · Data Scientist · 2022—23

Mapping how COVID-19 misinformation spread across Finland

My engineering final-year project: a data-driven study of COVID-19 misinformation and vaccination hesitancy — classifying the claims, then tracing the network that carried them.

• Classified misinformation and vaccination-hesitancy content across Finnish social media with FinBERT.
• Detected malicious bot accounts, then used social network analysis and community detection to surface the groups driving the spread — and visualised who amplified what.

• FinBERT
• Botometer
• Social Network Analysis
• NetworkX
• Leidenalg
• Gephi

CDG Prévoyance · Rabat · Backend Developer & Data Scientist (intern) · 2022

The NLP model behind a customer chatbot

Built the language model powering a support assistant — from understanding and cleaning the data to text analysis and intent prediction, shipped as a Streamlit app.

• Python
• NLP
• Streamlit
• PL/SQL