SOFTWARE DEVELOPER & AI ENGINEER

Turning Ideas
Into Intelligence.

Building intelligent systems and scalable software through code, machine learning, and deep learning.

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HAMZA LAFSIOUI
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02. ABOUT ME

Bridging Software Craftsmanship
& Artificial Intelligence

I'm Hamza Lafsioui, an AI Engineer & Full-Stack Developer based in Morocco, currently honing my craft at YouCode (UM6P).

With a background in Physics and Electronics from Université Ibn Zohr, I approach AI problems with strong mathematical discipline, analytical rigor, and systems-level thinking.

My philosophy is straightforward: real-world AI is only as good as the software delivering it. I engineer end-to-end data pipelines, evaluate models with strict metrics, package inference services with FastAPI & Docker, and integrate intelligent capabilities into clean, resilient applications.

During my internship at INVENEO, I developed a mobile recruitment application in React Native and integrated AI models for automated resume extraction and candidate criteria parsing.

Production MLOps: Docker, FastAPI, MLflow, Airflow
Applied Deep Learning: CNNs, Keras, TensorFlow, PyTorch
Full-Stack Architecture: Next.js, React, Laravel, .NET 8, Clean Architecture
Modern AI Agents, RAG & LLMs

+20

Projects Built

95.37%

CNN Model Accuracy

Web & AI

Core Domains

UM6P

Academic Rigor

AI & Machine Learning Specialty

Specialized training at YouCode (UM6P): computer vision, predictive models, MLflow tracking, and Airflow orchestration.

Full-Stack Software Architecture

Designing clean REST APIs, multi-tenant SaaS platforms, and responsive interfaces with React, Next.js, and Laravel.

Generative AI & Autonomous Agents

Building RAG systems for private knowledge retrieval, multi-agent networks with LangGraph, and MCP protocols.

Scientific Academic Foundation

Bachelor’s degree in Physics and Electronics from Ibn Zohr: strong foundation in mathematical analysis and signal processing.

03. TECHNICAL SKILLS

Tools of Intelligence

A comprehensive toolkit spanning Machine Learning, Deep Learning, MLOps orchestration, and Full-Stack development.

Machine Learning

Scikit-learnXGBoostLightGBMCatBoostRandom ForestSVMK-MeansDBSCANMLflow
9 competenciesVerified

Deep Learning & Vision

PyTorchTensorFlow / KerasArchitectures CNNOpenCVHugging FaceTransformersVector EmbeddingsFine-Tuning
8 competenciesVerified

LLM, RAG & AI Agents

Prompt EngineeringLangChainLlamaIndexLangGraphArchitecture RAGBases Vectorielles (Chroma/Pinecone)OllamaAPIs OpenAI & AzureProtocole MCPGuardrails
10 competenciesVerified

Data Science & ETL

PythonPandasNumPyMatplotlibSeabornPipelines ETLApache AirflowNotebooks JupyterFeature Engineering
9 competenciesVerified

Backend AI & MLOps

FastAPIPydanticStreamlitDocker & ComposeKubernetesCI/CD (GitHub Actions)DVCLangfusePytestWebSockets
10 competenciesVerified

Full Stack & Frameworks

Laravel / PHPReact.jsNext.jsTypeScriptJavaScriptC# / .NET 8ASP.NET CoreReact NativeTailwindCSSClean Architecture
10 competenciesVerified

Databases & Caching

PostgreSQLSQL ServerMySQLMongoDBRedisEF CoreADO.NET
7 competenciesVerified

DevOps & Methodologies

Git & GitHubLinux / BashDockerSwagger / OpenAPIMediatR & CQRSAPI StripeAgile / ScrumFigma
8 competenciesVerified

04. FEATURED PROJECTS

Evidence of Impact

Real intelligent systems with concrete metrics, clean architectures, containerized deployments, and production reliability.

Deep Learning & Vision

NeuroVision

Deep Learning Medical Imaging & Brain Diagnostic Suite

Advanced deep learning and computer vision diagnostic platform for autonomous MRI brain scan analysis. Implements InceptionV3 and YOLOv8 architectures to classify and localize scans across tumor pathologies, featuring image preprocessing and low-latency inference.

96.35% Test Accuracy • 99.85% Training Accuracy
PythonTensorFlowInceptionV3YOLOv8OpenCVFastAPIDockerStreamlit
Machine Learning & MLOps

DiaSense

MLOps Diabetes Risk & Patient Segmentation Pipeline

Patient clustering with K-Means followed by benchmark evaluation of KNN, SVM, Logistic Regression, and Random Forest on F1-score. Automated model tracking with MLflow, scheduled weekly retraining via Airflow, and FastAPI serving with Streamlit.

Automated MLflow registry & Airflow orchestration
PythonScikit-learnMLflowApache AirflowFastAPIStreamlitDocker
Machine Learning & MLOps

DeliveryETA

Food Delivery Arrival Prediction Engine

Machine learning regression pipeline for accurate delivery arrival time estimation. Comprehensive data cleaning, exploratory data analysis, and advanced geospatial feature engineering using Haversine distance.

Optimized Random Forest: MAE of 3.18 min | R² of 0.82
PythonPandasScikit-learnHaversine FEStreamlitDocker
Machine Learning & MLOps

MeteoRisk

Meteorological Data Pipeline & Medallion Architecture

Automated data engineering pipeline extracting real-time meteorological metrics across 120 Moroccan cities via Open-Meteo API. Built with Medallion Architecture (Bronze/Silver/Gold), orchestrated with Apache Airflow, PostgreSQL data warehouse, and interactive Streamlit analytics.

120 Moroccan Cities • Daily Airflow DAG • Bronze/Silver/Gold DW
PythonApache AirflowPostgreSQLDockerStreamlitData Engineering
Full-Stack Architecture

BuyMatch

Football Match Ticketing System & Digital QR Entry

Premium football match ticketing platform built with PHP and Tailwind CSS. Features digital ticket issuance with anti-fraud QR codes for automated stadium check-in, tiered seating pricing, real-time sales & revenue analytics, and multi-role dashboards for buyers, organizers, and administrators.

Unique QR Entry Passes + Live Sales Revenue Analytics
PHP 8.xTailwind CSSMySQLQR CodeMVCREST APIFull-Stack
Full-Stack Architecture

Jolly Jobs

Real-Time Job Marketplace & WebSocket Messaging

Full-stack containerized real-time job search platform. Built with a robust Laravel REST API backend, reactive React & Vite frontend, instant messaging via Laravel Reverb WebSockets, and asynchronous Redis queue workers.

Real-Time WebSockets (Laravel Reverb) + Redis Queues
LaravelReactPostgreSQLDockerWebSocketsLaravel ReverbRedisVite
Full-Stack Architecture

EduFlow

Intelligent E-Learning Platform with Stripe & Recommendations

Comprehensive e-learning platform enabling students to explore curated courses, manage favorites, and receive personalized recommendations. Features secure role-based REST APIs with Laravel 12 and automated Stripe checkout.

Stripe Payment Gateway + Automated Study Group Matching
JavaScriptLaravel 12PHPMySQLJWTStripeREST API
Full-Stack Architecture

EasyColoc

Smart Shared Housing & Debt Settlement Platform

Collaborative shared living platform built with Laravel 12. Implements a minimum-transaction debt settlement algorithm to simplify shared expenses, token-based invitations, budget caps, and tenant reputation scoring with Pest PHP testing.

Debt Settlement Minimization Algorithm & Pest PHP Tests
Laravel 12PHPPostgreSQLTailwind CSSPest PHPAlgorithms
Full-Stack Architecture

AbhaDrive

Multi-Tenant SaaS Car Rental Platform

Enterprise-grade full-stack multi-tenant car rental SaaS platform architected using Clean Architecture. Enables independent tenant isolation where each tenant administers multiple vehicle agencies with dedicated subdomains.

Multi-tenant subdomain isolation & Clean Architecture
ASP.NET Core 8Next.jsPostgreSQLDockerClean ArchitectureNginx
Full-Stack Architecture

Event Management API

High-Performance Clean Architecture CQRS API

Secure RESTful microservice API with JWT authentication and granular Role-Based Access Control (Admin, Speaker, Attendee). Designed with Clean Architecture and CQRS pattern using MediatR, distributed Redis caching, and Serilog logging.

CQRS via MediatR + Redis caching + Rate limiting
C#.NET 8EF CoreSQL ServerRedisDockerJWTMediatRCQRS
Full-Stack Architecture

DVLD Management System

Driver & Vehicle Licensing Desktop Suite

Comprehensive desktop application managing the full lifecycle of driving licenses and vehicle registrations. Built with N-Tier architecture and ADO.NET for high-throughput transaction execution and automated administrative PDF reporting.

Full CRUD, ACID transactions & administrative reports
C#.NETSQL ServerADO.NETN-Tier Architecture

05. EXPERIENCE & EDUCATION

Journey & Academic Heritage

From physics and electronics to AI engineering at YouCode (UM6P) and real-world industrial software delivery.

Professional Experience

Full-Stack & AI Developer Intern

20/05/2026 - 20/07/2026
INVENEOMarrakech, Maroc
  • Architected and built a mobile recruitment application using React Native for cross-platform performance.
  • Designed and integrated AI features for intelligent candidate resume parsing and automatic detection of recruitment criteria.
  • Connected mobile interfaces to backend REST APIs ensuring low-latency inference and real-time updates.
React NativeIntelligence ArtificielleAPIs RESTPythonMobile

Education & Credentials

AI & Full-Stack Web Developer Program

2025 - Présent
YouCode (UM6P - Université Mohammed VI Polytechnique)Safi, Maroc

Intensive project-based curriculum covering Machine Learning pipelines, Deep Learning, MLOps, LLMs/RAG, and enterprise Full-Stack development.

Bachelor in Physics, Electronics Track

2019 - 2023
Université Ibn Zohr - Faculté des Sciences Agadir (FSA)Agadir, Maroc

Rigorous foundation in applied mathematics, signal processing, electromagnetism, and embedded electronic systems.

High School Diploma in Physical Sciences

2018 - 2019
Lycée Sidi Moussa LhamriMaroc

High school diploma with a scientific concentration in physics and mathematics.

06. CONTINUOUS EVOLUTION

Currently Mastering

The AI frontier is moving fast. Here are the specialized domains, architectures, and tools I am actively exploring.

Active Exploration

Autonomous AI Agents & LangGraph

Designing stateful, multi-agent cooperative networks that reason, execute dynamic tool calls, loop over validations, and self-correct using LangGraph and Python.

Research & Prototyping
In Development

Production RAG Systems

Building hybrid search retrieval (BM25 + Dense embeddings), multi-stage reranking (Cohere), and chunking optimization for zero-hallucination enterprise QA.

Research & Prototyping
Architecture

Model Context Protocol (MCP)

Implementing open standard MCP servers and clients to bridge language models directly with enterprise repositories, operational databases, and tool environments.

Research & Prototyping
Pipeline Focus

Advanced MLOps & Continuous Delivery

Automated drift detection, data versioning with DVC, CI/CD with GitHub Actions, Langfuse observability for LLMs, and zero-downtime model deployments.

Research & Prototyping
Safety & Quality

LLM Guardrails & Evaluation

Enforcing strict schema validation (Pydantic), hallucination benchmarks (Ragas, DeepEval), jailbreak defense, and automated output sanitization.

Research & Prototyping
Performance

Cloud AI & Scalable Inference

Evaluating low-latency inference serving with vLLM, TensorRT-LLM, quantization techniques (AWQ, GGUF), and deploying scalable endpoints on cloud infrastructure.

Research & Prototyping

07. INITIATE CONTACT

Let's Build Something Intelligent

Whether you are looking to integrate machine learning into your infrastructure, discuss AI roles, or collaborate on a project.

Phone / WhatsApp
+212 672 400 725
Location

Ouled Teima / Safi / Marrakech, Morocco

Available for on-site & remote positions