Open to opportunities

Hala Top

@halatop

AI/ML Engineer building production GenAI agents, RAG pipelines, and multi-agent platforms for real-world enterprise impact.

Morocco

Message

What I'm looking for

I’m looking to build and ship production GenAI systems—agentic reasoning, RAG, and multi-agent platforms—where I can own end-to-end architecture and deployment, turn research into reliable enterprise impact, and continuously improve latency, retrieval quality, and scalability.

I’m an AI/ML Engineer focused on deploying large-scale GenAI systems and LLM-powered applications that deliver operational value. I build production-grade agentic reasoning architectures, RAG pipelines, and multi-agent platforms, with an emphasis on robust inference and end-to-end ownership.

At ALTEN Morocco / Stellantis (AIHub), I architected and deployed 5+ specialized LLM-powered agents used by 100+ internal users across automotive engineering teams. I also engineered production inference pipelines with Claude API and Databricks Model Serving, targeting sub-3s response latency for complex reasoning over 100K+ documents.

I further scale semantic retrieval using Databricks Vector Search and embeddings, then migrate and productionize the full stack (Next.js/React + FastAPI/Express) with governance via Unity Catalog on Databricks Apps. The work translated into measurable impact: I reduced manual documentation review time by 60% and automated R156 Traceability Matrix exports via a Power Automate pipeline.

Experience

Work history, roles, and key accomplishments

Current

AI/ML Systems Engineer - GenAI Platform

Current

ALTEN Morocco / Stellantis

Jul 2025 - Present (1 year 1 month)

Architected and deployed a multi-agent GenAI platform, building 5+ specialized LLM-powered agents used by 100+ internal users for automotive engineering workflows. Engineered LLM inference with Claude API and Databricks Model Serving, implemented Databricks Vector Search/RAG, and migrated the app from Streamlit to a Next.js/React + FastAPI/Express stack to improve scalability and reduce documentat

Multi Agent Systems Agentic AI LLM Claude Databricks Model Serving Vector Search RAG Embeddings Semantic Search Next.js React fastAPI Streamlit Unity Catalog Power Automate System Design Inference Optimization

Data Engineering & Analytics Intern

ALTEN Morocco / Bouygues Telecom

Feb 2025 - Jul 2025 (5 months)

Designed data pipelines and ML models for telecom network optimization, testing and deploying regression/classification models to forecast network KPIs. Built ETL workflows and Power BI dashboards, wrote optimized Spark SQL for multi-TB data validation, and improved data quality auditing by reducing manual validation time by 70%.

predictive modeling Random Forest XGBoost Python ETL Data Pipelines Data Quality Auditing Power BI SQL Apache Spark PySpark Statistical Analysis

Data Analytics Job Simulation

Accenture North America (Forage)

Aug 2024 - Sep 2024 (1 month)

Delivered analytical solutions for enterprise data challenges using SQL query optimization, data transformation, and Power BI visualization techniques. Produced business-ready analytics outputs to support real-world problem solving.

SQL Query Optimization data transformation Power BI Data Visualization

Machine Learning Engineer

Mentorness (AI/ML Consulting)

Jun 2024 - Aug 2024 (2 months)

Built and deployed end-to-end ML pipelines for regression and classification, covering feature engineering, model training, and evaluation. Created interactive Streamlit dashboards for real-time model monitoring and delivery of insights to non-technical stakeholders.

Machine Learning regression Classification Feature Engineering Model Training Model Evaluation Streamlit Model Monitoring