KRKhalid Regui
AI Engineer & Data Scientist at Artefact

I build AI solutions that turn complex business problems into practical products.

Combining machine learning, generative AI and software engineering to design useful, production-minded AI applications from Casablanca, Morocco.

Khalid Regui portrait
📍 Casablanca, MoroccoAI & DS
Case Studies

Featured Projects

Core applied AI case studies built for production and business impact.

Generative AI · Applied AI Engineering · Sales Enablement

B2B Sales Meeting Assistant

An AI-powered platform that helps B2B sales teams prepare for client meetings with enriched company profiles, useful insights and business recommendations.

FastAPIDataikuStarburstDocker
Built the AI platformView Case Study
Generative AI · AI Agents · Workflow Automation

GenAI Staffing Assistant

A conversational assistant that helps managers structure staffing and recruitment requests and reduces back-and-forth with HR teams.

Google WorkspaceLLM AgentTool CallingFirestore
Built the assistant and its GCP implementationView Case Study
Generative AI · RAG · AI Agents · Multilingual AI

Multilingual Agentic RAG Framework

A modular Arabic/French framework for asking questions over structured and unstructured information using retrieval and AI agents.

PythonRAGAI AgentsETL
AI Engineering Intern at ArtefactView Case Study
Capabilities

What I Build

Full-stack applied artificial intelligence from data exploration to production deployment.

01

Generative AI & LLMs

Building production-ready LLM applications, custom tool-calling agents, and structured prompting workflows.

02

Agentic RAG

Multilingual Arabic/French retrieval pipelines, vector search, ETL orchestration, and grounded context evaluation.

03

Predictive Modeling & Analytics

B2C behavioral analysis, predictive modeling (migration & up-sell), feature engineering, model training, and inference pipelines.

04

Applied Engineering

FastAPI backends, cloud industrialization on GCP/Azure, Docker containerization, and robust CI/CD.

Background

About Khalid

I am an AI Engineer and Data Scientist with an engineering background in Modeling and Computer Science from École Mohammadia d'Ingénieurs (EMI). At Artefact, I have contributed to applied AI projects spanning generative AI assistants, agentic RAG, machine-learning use cases and AI proof of concepts.

My work combines data and model understanding with the engineering needed to turn an experiment into a usable application: APIs, integrations, data workflows, evaluation and deployment. I am particularly interested in AI agents, retrieval-augmented generation, machine learning and practical AI systems that create measurable value.

Education & Academic Foundation

Engineering Degree in Modeling and Computer Science

École Mohammadia d'Ingénieurs (EMI) — Rabat, Morocco

2022 – 2025

DEUG in Math & Computer Science

Pluridisciplinary Faculty — Nador, Morocco

2020 – 2022

Baccalauréat in Mathematical Sciences

Lycée Abdelkrim El Khattabi — Nador, Morocco

2019 – 2020
Khalid Regui

Quick Facts

  • AI Engineer & Data Scientist at Artefact
  • DegreeEngineering Degree in Modeling & CS (EMI)
  • LocationCasablanca, Morocco
  • LanguagesArabic (Native), French & English (Professional)
Career History

Professional Experience

Applied AI Engineer

Artefact — Casablanca-Settat, Morocco (Hybrid)

September 2025 – Present

Build and contribute to applied AI solutions for consulting and telecom use cases. Work includes a GenAI staffing assistant integrated with Google Workspace, a B2B sales meeting-preparation platform, machine-learning use cases for next-best-offer/action, and exploratory AI proof of concepts in image forensics and speaker recognition.

Applied AI Engineer Intern

Artefact — Casablanca, Morocco

March 2025 – August 2025

Developed a multilingual Arabic/French agentic RAG framework for structured and unstructured data analysis, and built an insurance-domain conversational assistant as a demonstrator. The framework included ETL, document vectorization and indexing, retrieval modules, and AI agents for contextual response generation.

Project Cell Lead

EMICATRONIC — Rabat, Morocco

September 2023 – June 2024

Directed multiple projects at Emicatronic, collaborating with team members on initiatives such as developing a drone, an autonomous car, a smart home, and more. Additionally, delivered courses and workshops, and participated in various competitions and hackathons where our team won several awards.

Data Analyst Intern

Ministry of Education (FRMSS-DPSS) — Rabat, Morocco

June 2023 – August 2023

Analyzed and managed delegation data for 31 countries participating in the 2023 School World Football Championship in Rabat, supporting event planning and logistics. Also analyzed social-media performance and formulated data-driven recommendations to improve visibility and follower acquisition.

Exploratory Work

Additional Projects & PoCs

Exploratory machine learning, computer vision, and speech AI prototypes.

Machine Learning · Data Science · Recommendation

Next Best Offer / Next Best Action (NBOA)

B2C customer behavior analysis and development of two predictive models (Prepaid-to-Postpaid migration and Postpaid up-sell) to power commercial campaigns.

SQLPySparkPredictive ModelingFeature Engineering
Data Scientist / Predictive ModelingView Case Study
Computer Vision · Machine Learning · Digital Forensics

AI-Manipulated Image Detection — PoC

An experimental machine-learning approach to assess whether document images may have been manipulated using AI.

PythonImage ProcessingHandcrafted FeaturesLogistic Regression
Built a feasibility proof of conceptView Case Study
Speech AI · Speaker Embeddings · Similarity Search

Speaker Similarity — Proof of Concept

A speech-AI proof of concept exploring speaker-embedding similarity to identify repeat callers in a telecom scenario.

PythonSpeech EmbeddingsAudio ProcessingVector Similarity
Built an exploratory proof of conceptView Case Study
Expertise

Skills & Certifications

Programming & Data

PythonSQLPandasPySpark / SparkPostgreSQL

Machine Learning & Data Science

scikit-learnAirflowMLflowTensorFlowFeature EngineeringEDAPredictive Modeling

Generative AI

LLM ApplicationsAI AgentsRAGLangChainLangGraphPrompt EngineeringContext EngineeringNLPOCRHugging Face

Application Engineering

FastAPIStreamlitDockerReactNext.jsJavaScriptHTML/CSS

Data & Analytics Platforms

DataikuStarburstMySQLPostgreSQLPower BITableau

Cloud & DevOps

Google Cloud Platform (GCP)Microsoft AzureAmazon Web Services (AWS)MLOpsGitGitHubGitLabCI/CDIaC

Certifications

Microsoft

Azure Data Scientist Associate

Anthropic

Claude Certified Developer Foundations

Amazon Web Services

AWS Cloud Quest: Cloud Practitioner

Dataiku

Dataiku Core Designer

Get in Touch

Get in Touch

Interested in collaborating or discussing applied AI opportunities? Let's connect.