Ayoub Bouz
@ayoubbouz
Senior data scientist delivering industrial AI and measurable business impact with LLMs and ML.
What I'm looking for
I’m a Senior Data Scientist with 5+ years of end-to-end experience designing, deploying, and industrializing Machine Learning and AI solutions for international, product-driven environments. I focus on building data products that generate measurable business value—from LLM-based assistants and risk-scoring engines to recommendation systems and real-time data pipelines.
I’m especially proud of turning advanced models into production systems. I’ve built RAG-based customer support assistants with agentic capabilities, engineered end-to-end audio processing pipelines for structured conversational histories, and improved prediction/recommendation performance by +20% through fine-tuning, robust cross-validation, and continuous monitoring (including drift detection and automated retraining triggers).
I communicate clearly with both technical and non-technical stakeholders, and I help teams build a data-driven culture across Product, Marketing, and Engineering. Whether it’s distributed risk modeling at large scale or scalable data pipelines integrating third-party sources, I partner closely to define data contracts, align ML initiatives with KPIs, and keep systems reliable with anomaly detection and continuous performance tracking.
Experience
Work history, roles, and key accomplishments
Data Scientist Intern
Mobiblanc
Feb 2021 - Aug 2021 (6 months)
Built an end-to-end recommendation system for 2M viewers, improving content relevance for a national Moroccan TV channel. Engineered an ETL pipeline and served predictions via a Flask REST API with Power BI dashboards.
Data Engineer Intern
Leyton Morocco
Jun 2020 - Aug 2020 (2 months)
Built a relational database aggregating external sources via web scraping and PDF parsing, improving downstream data availability. Predicted missing emails using Python with SMTP probing on a Salesforce France dataset to enhance data quality for sales operations.
Education
Degrees, certifications, and relevant coursework
National School of Applied Sciences, Berrechid
Engineering Degree (Bac+5), Information Systems and Big Data
2018 - 2021
Earned an Engineering Degree (Bac+5) in Information Systems and Big Data. Focused on applied engineering and data-related coursework.
National School of Applied Sciences, Tangier
Preparatory Class, Mathematics & Computer Science
2016 - 2018
Completed a Preparatory Class in Mathematics & Computer Science. Built foundational skills for advanced engineering studies.
Tech stack
Software and tools used professionally
GitHub
Salesforce
NumPy
Pandas
PySpark
PostGIS
MySQL
PostgreSQL
MongoDB
Cassandra
Hadoop
HBase
Neo4j
Redis
JavaScript
Java
TensorFlow
PyTorch
MLflow
scikit-learn
Keras
Streamlit
NLTK
OpenLayers
Kafka
FastAPI
Gemini
BeautifulSoup
Airflow
Time Analytics
SQL
XGBoost
Hugging Face
LightGBM
LangChain
DuckDB
ChromaDB
Pinecone
CrewAI
N8N
Agentic
Faiss
LangGraph
Dynamic
Remote
Seaborn
Availability
Location
Authorized to work in
Website
ayoubbouz.mePortfolio
github.com/AyoubBouzJob categories
Skills
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