Available for AI & Computer Vision Projects

Ilyas Abbas

Computer Vision Engineer & AI Developer

Master's candidate in Computer Vision at USTHB. I design and build end-to-end multimodal AI pipelines, vision-language systems (YOLOv8/v11, CLIP, OCR), and high-performance full-stack web applications using Next.js, Django, and FastAPI.

Computer Vision

YOLOv8/v11, PaddleOCR, SIFT/LoFTR video continuity & CLIP vision-language checks.

Full-Stack Web

Next.js, Django, FastAPI, React, Tailwind CSS, Oracle DB, PostgreSQL.

Alliance Assurances

Master thesis: Multimodal AI system for automobile insurance fraud detection.

USTHB Algiers

Master's in Computer Vision (2024–2026) & Bachelor's in IS & Software Eng.

Professional Work & Thesis

Work Experience & Research

Practical experience engineering computer vision pipelines, full-stack enterprise web tools, and production-ready applications.

Alliance Assurances

Master's Thesis Project

Final Year Project Intern

Master's thesis: Multimodal AI System for Automobile Insurance Fraud Detection

Feb 2026 – Jun 2026
  • Designed and built an end-to-end fraud detection pipeline combining object detection, OCR, and vision-language models.
  • Applied YOLOv8/v11 for vehicle damage and document detection, and PaddleOCR/EasyOCR for text extraction from claim documents.
  • Developed video continuity checks using SIFT, ORB, RANSAC, and LoFTR to identify potential manipulation and reused footage.
  • Developed vision-language consistency checks using CLIP/SigLIP to compare claim descriptions against submitted images.
  • Built an LLM-based extraction module to structure information from French-language expert reports.
  • Developed an Evidence Fusion Engine to combine multiple fraud indicators into a unified risk severity score, presenting the system to an academic jury.
YOLOv8/v11CLIP / SigLIPPaddleOCRSIFT / LoFTRLLM ExtractionEvidence FusionPyTorchPython

SAWEM & Bladi News

Client Contract

Freelance Software Developer

Contract work for a Canadian-Algerian client

2025 – Present
  • SAWEM Marketplace: Designing and developing SAWEM, a modern Algerian marketplace platform centered around user-to-user negotiation, connecting buyers, sellers, and service providers.
  • Bladi News Platform: Designing and developing Bladi News, an AI-enhanced Algerian news platform unifying multi-source coverage into a streamlined reading experience.
Next.jsReactTypeScriptTailwind CSSFastAPI / Node.jsPostgreSQLAI Processing

Sonatrach

Software Engineering Intern

Feb 2024 – May 2024Algiers, Algeria
  • Built a full-stack internal web application with Django and Oracle DB to manage the lifecycle of corporate bank accounts.
  • Implemented role-based access control (RBAC) and full CRUD functionality for secure, compliant data management.
  • Automated generation of official bank documentation, reducing manual document preparation and streamlining financial workflows.
DjangoOracle DBPythonFull-Stack WebRBACDocument Automation

Camag Sport

Web Developer

2023Canada
  • Built a responsive sports-club website using Next.js and TailwindCSS, featuring member registration, club schedules, and contact modules.
  • Integrated a digital registration system that replaced legacy paperwork for member sign-ups.
  • Centralized club news, timetables, and user registrations in a single platform to improve information access.
Next.jsTailwind CSSReactJavaScriptDigital Registration
Technical Capabilities

Skills & Technologies

A comprehensive overview of artificial intelligence frameworks, web stacks, database engines, and software engineering tooling.

AI & Computer Vision

Deep learning models, object detection, OCR, & multimodal vision-language architectures.

PyTorchPrimary ML
YOLO (v8/v11)Object Detection
OpenCVVision
CLIP / SigLIPMultimodal
PaddleOCR / EasyOCRText Extraction
SIFT / LoFTR / RANSACFeature Matching
TensorFlowDeep Learning
Scikit-learnML

Web & Backend Engineering

Building responsive frontend web apps and high-concurrency API backends.

Next.jsFull-Stack
ReactFrontend
DjangoPython Web
FastAPIAsync APIs
Node.jsBackend
LaravelPHP Web
Tailwind CSSStyling
shadcn/uiUI Components

Languages & Databases

Core programming languages, relational & document database systems.

PythonAdvanced
TypeScript / JSWeb
CSystems
PHPBackend
SQLQueries
Oracle DBEnterprise DB
PostgreSQLRelational DB
MySQL / MongoDBDatabases

Systems & DevOps Tools

Containerization, Linux environment setup, version control, and network protocols.

Linux OSEnvironment
DockerContainers
Git & GitHubVCS
TCP/IP NetworkingProtocols
Network SecuritySecurity Basics
REST APIsArchitecture
Selected Portfolio Works

Featured Projects

Systems spanning computer vision pipelines, AI news platforms, enterprise bank software, and marketplace platforms.

Alliance Assurances (Master's Thesis)

Multimodal AI Insurance Fraud Detection System

Designed and built an end-to-end multimodal AI system for automobile insurance claim fraud detection, combining object detection, OCR, video continuity analysis, and vision-language consistency checks.

Vehicle damage & document detection via YOLOv8/v11
Text extraction from claim documents via PaddleOCR / EasyOCR
Video manipulation & continuity checks via SIFT, ORB, RANSAC & LoFTR
Vision-language description matching via CLIP / SigLIP
LLM extraction for French expert reports & Evidence Fusion Engine severity scoring
YOLOv8/v11CLIP / SigLIPPaddleOCRSIFT / LoFTRPyTorchPythonLLMs
Canadian-Algerian Client Contract

SAWEM Algerian Marketplace Platform

Designing and developing SAWEM, a modern Algerian marketplace platform centered around user-to-user negotiation, connecting users buying, selling, offering, or searching for services.

User-to-user real-time negotiation and transaction workflow
Categorized listings for goods, services, and local opportunities
Responsive glassmorphic UI built for seamless mobile & web access
Next.jsReactTypeScriptTailwind CSSFastAPI / Node.jsPostgreSQL
Canadian-Algerian Client Contract

Bladi News AI-Enhanced Aggregator

AI-enhanced Algerian news platform that aggregates and unifies multi-source coverage into a streamlined, high-performance reading environment.

Multi-source news aggregation and topic categorizations
AI text summarization and content optimization
Fast rendering and reader-focused UI
Next.jsPythonFastAPITailwind CSSPostgreSQLAI Processing
Sonatrach Internship

GCB Corporate Bank Account Lifecycle Platform

Full-stack internal web application built for Sonatrach to streamline and manage corporate bank account lifecycles with enterprise security and automated reporting.

Role-Based Access Control (RBAC) and full CRUD management
Integration with Oracle DB for secure transaction history
Automated official bank documentation generation, reducing manual paperwork
DjangoOracle DBPythonRBACDocument Automation
Camag Sport (Canada)

Camag Sport Digital Platform

Responsive sports-club website with digital member registration, event schedules, club information, and centralized administration.

Integrated digital member sign-up system replacing paper forms
Centralized schedule and news portal for club members
Optimized performance and mobile responsiveness
Next.jsTailwind CSSReactJavaScript
Academic Degrees

Education

Higher academic degree background from USTHB in Algiers.

Master's in Computer Vision

Université des Sciences et de la Technologie Houari-Boumédiène (USTHB)

2024 – 2026

Advanced curriculum in deep learning, image processing, object detection, pattern recognition, and vision-language systems. Master thesis on multimodal insurance fraud detection.

Bachelor's in Information Systems & Software Engineering

Université des Sciences et de la Technologie Houari-Boumédiène (USTHB)

2021 – 2024

Core software engineering fundamentals, algorithm design, relational database systems, web architecture, and computer network administration.

Multilingual Proficiency

Languages

Communication capabilities for global & regional collaboration.

AR
Arabic
Native
EN
English
Fluent / Professional
FR
French
Professional
Get In Touch

Contact & Collaboration

Interested in Computer Vision development, AI research collaboration, or full-stack web projects? Reach out directly.

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