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Bechir-karmeni/README.md

πŸ‘‹ Hi, I'm Bechir Karmeni

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πŸš€ About Me

Results-oriented Data Engineer with proven expertise in software development, data science, and machine learning.

I'm a problem solver, creator, and hackathon enthusiast who transforms complex challenges into innovative solutions. With 10 first-place wins and 15+ podium finishes out of 30+ hackathons participated, I've spent over 1,000 hours in intense competitions that reshaped my mindset, broke me free from inertia, and shaped my career.

Currently based in: πŸ“ Berlin, Germany
Fluent in: 🌍 English β€’ French β€’ Arabic β€’ German

πŸ’‘ What Drives Me

  • πŸ”¬ Building AI-powered solutions for healthcare and social impact
  • πŸ—οΈ Designing scalable data pipelines and optimizing data architectures
  • 🎯 Entrepreneurship & Innovation - Multiple incubations and startup experiences
  • πŸ“Š Turning data into actionable insights through advanced analytics
  • 🌱 Continuous learning - Currently mastering MLOps, Cloud Architecture, and Project Management
  • 🀝 Collaboration & Knowledge Sharing - Building with diverse teams across continents

⚑ Quick Facts

Current Focus:
  - πŸŽ“ Preparing for PMP Certification (35-hour training completed)
  - ☁️ Mastering AWS & Azure cloud architectures
  - πŸ€– Building production-ready ML pipelines
  - πŸ“ˆ Exploring Six Sigma methodologies for process optimization

Fun Facts:
  - πŸ† Won 19 out of 30+ hackathons (63% win rate!)
  - ⏱️ 1,000+ hours spent in hackathons
  - 🌍 Competed across Tunisia, Europe, and Africa
  - πŸ’Ό Multiple startup incubations
  - πŸ“š Certified in Scrum, Six Sigma, Negotiation, and Marketing Strategy

πŸ† Hackathon Journey: 1,000 Hours That Changed My Life

🎯 10 First Places β€’ 5 Podiums β€’ 30+ Participations β€’ 1,000+ Hours

Over the past 4 years, I've participated in 30+ hackathons, securing 10 first-place wins and 15+ podium finishes πŸ†. These events didn't just test my skillsβ€”they reshaped my mindset, helped me break free from inertia, and shaped my career.

Why Hackathons Matter

Hackathons are engines for learning, networking, and creativity. They replace the cycle of procrastination with action:

  • ⚑ Time-Bound Structure: Forces quick execution
  • πŸ§ͺ Reward for Experimentation: Mistakes become stepping stones
  • 🎯 Diverse Skill-Building: Sharpen pitching, marketing, and teamwork
  • πŸ“‚ Portfolio-Worthy Projects: Walk away with tangible results
  • πŸš€ Momentum: Gain real-world feedback and collaboration experience

πŸ₯‡ Recent Victories (2022-2025)

πŸ₯‡ First Place Wins (5)

  • πŸ… MutualHack 2025 - MAE Assurances & MAZAM
    • Deep Mind: AI-powered HR platform for mental health
  • πŸ… SWAFYTHON 2024 - SWAFY (EU4Youth - Tunisia)
    • Funded by EU, organized by ANPR
  • πŸ… AI Night II 2023 - ARSII & Novation City
    • Lung Cancer Detection using UNet, AlexNet, VGG
  • πŸ… Start It Up Hackathon 2023 - Junior Entreprise ENISo
    • 24-hour AI innovation marathon
  • πŸ… GIZ Hackathon 2022 - IEEE Faculty of Science Tunis
    • Smart City & Green Industry Zone

πŸ₯ˆ Second Place Wins (3)

  • πŸ₯ˆ CivicTech Sprint 2024 - World Bank & Tunisia Ministry
    • Partnership: EY, Deloitte, Impact Partner
  • πŸ₯ˆ OPENGEODATA Challenge 2023 - AGEOS
    • MediMap: First Tunisian breast cancer screening app
  • πŸ₯ˆ Nuit de l'Info 2022 - Chartres MΓ©tropole
    • Silver Medal: "DevOps" Challenge

πŸ₯‰ Third Place Wins (2)

  • πŸ₯‰ Tunisia e-Health Valley 2024 - OPALIA RECORDATI
    • AsthmaSafe: Digital asthma management
  • πŸ₯‰ Tunisia e-Health Valley 2023 - Opalia Recordati
    • MediGate: Cancer care & chemotherapy management
  • πŸ₯‰ CYBERBENDERS AI Challenge 2023 - EPI Digital School
    • AI meets Cybersecurity

πŸ† Other Notable Participations:

  • 🎯 OpenGovGataHack 2023 - Ministry of Health & World Bank (MediMap - 1 year development)
  • 🌱 SolLab TUN (#4) 2023 - German Federal Ministry & Fraunhofer Institute (Innovation Training)
  • 🏒 AI Hack Tunisia 2022 - InstaDeep (Met CEO Karim Beguir, pitched to Minister of Economy)
  • ⚑ CSTC Hackathon 2022 - IEEE INSAT (Energy Monitoring Dashboard)
  • πŸ… Top 4 - Eniso Entreprises Forum 2022 - INNOVATE FOR SOCIETY V 4.0
πŸ“š What Hackathons Taught Me

Transformational Lessons

My first pitch? It was nerve-wracking and far from perfect, but it taught me confidence and communication skills I still rely on today.

My first app? Full of bugs, but the process sparked my passion for building solutions that matter.

The countless late nights? Exhausting, yes, but they sharpened my problem-solving abilities and taught me resilience.

The people I met? Collaborating with individuals from diverse backgrounds expanded my network and opened doors to incredible opportunities.

Key Takeaways

  • πŸ’ͺ Confidence in public speaking and pitching
  • πŸ› οΈ Rapid prototyping and MVP development
  • πŸ‘₯ Cross-functional team collaboration
  • 🎯 Working under pressure and tight deadlines
  • 🧠 Creative problem-solving under constraints
  • 🌐 Building a global network of innovators

πŸš€ Entrepreneurship & Innovation

🌍 International Innovation Training & Incubations

πŸ‡©πŸ‡ͺπŸ‡ΉπŸ‡³ SolLab TUN (#4) Innovation Training

Federal Ministry of Education and Research, Germany | Jul 2023

Exceptional 5-day innovation training (July 3-7, 2023) bringing together German and Tunisian talents.

Organized by:

  • πŸ›οΈ Federal Ministry of Education and Research, Germany
  • πŸŽ“ Hochschule fΓΌr ΓΆffentliche Verwaltung Kehl
  • πŸ”¬ Fraunhofer Institute for Systems and Innovation Research ISI
  • πŸ’Ό Fraunhofer Center for International Management and Knowledge Economy IMW

Skills Developed:

  • πŸ’‘ Creative problem-solving
  • πŸ—οΈ Structuring innovation projects
  • 🀝 Interdisciplinary project management
  • 🌍 Intercultural cooperation
  • πŸ“ˆ Innovation management

Coach: Andrea Zenker


πŸ† AI Hack Tunisia 2022 - Startup Track

InstaDeep | Sep 2022

Biggest AI/ML hackathon in the MEA region - Participated in both individual and startup competitions.

Highlight Moments:

  • πŸ‘” Met CEO Karim Beguir (InstaDeep) - Impressed by our startup idea
  • πŸ›οΈ Pitched to Minister of Economy - Presented our vision to government officials
  • 🀝 Networked with AI experts - Connected with leading professionals in AI/ML
  • πŸš€ Startup Validation - Received feedback on entrepreneurial concepts

Team: Koussay Messaoudi, Aziz Sridi

Impact: Validated startup ideas with industry leaders and government officials


🏒 Eniso Entreprises Convergence Forum

National School of Engineers in Sousse | Dec 2022

Placed Top 4 in 'INNOVATE FOR SOCIETY V 4.0' competition during the 11th edition.

Achievement:

  • 🎯 Presented innovative ideas for social impact
  • πŸ’Ό Pitched to business leaders and entrepreneurs
  • 🀝 Connected with potential partners and mentors

πŸ’‘ Startup & Business Experience

Throughout my journey, I've been deeply involved in the entrepreneurial ecosystem:

  • 🎀 Multiple Pitch Competitions - Presented to investors, ministers, and CEOs
  • πŸ“Š Business Model Development - Created viable business models for healthcare and tech solutions
  • 🀝 Partnership Building - Established connections with government bodies, NGOs, and private sector
  • πŸ’Ό Team Leadership - Led cross-functional teams in high-pressure startup environments
  • 🌍 Social Impact Focus - Building solutions that address real societal problems

Featured Startup Projects:

  • πŸ₯ MediMap - Breast cancer screening platform (Government partnership)
  • 🧠 Deep Mind - HR & mental health management
  • 🩺 MediGate - Cancer care management platform
  • πŸ’š AsthmaSafe - Digital asthma management

πŸ’Ό Professional Experience

πŸ”Ή Software Designer | ACTIA Engineering Services

Feb 2024 - Jun 2024 | Tunisia (On-site)

Engineered enterprise-grade solutions for automotive component management and data analytics.

Key Achievements:

  • πŸ› οΈ Component Obsolescence Management Tool

    • Automated and streamlined obsolescence tracking
    • Reduced manual labor by 60% and processing time by 40%
    • Centralized tool increasing productivity across departments
  • πŸ“Š KPI Dashboard Development

    • Built comprehensive PowerBI dashboards for real-time performance tracking
    • Enabled data-driven strategic decision-making for stakeholders
    • Integrated dynamic user interfaces with web platform
  • πŸ”„ PDF to Excel Automation

    • Developed centralized solution for document conversion
    • Enhanced data accessibility and streamlined analytical processes
    • Automated data extraction from complex PDFs

Tech Stack: Python β€’ Angular β€’ Spring Boot β€’ Power BI β€’ VBA β€’ Excel


πŸ”Ή Artificial Intelligence Developer | CodeClause

Aug 2023 - Sep 2023 | Remote

Developed cutting-edge computer vision and autonomous driving solutions.

Key Projects:

  • πŸš— Lane Detection Model

    • Enhanced accuracy and reliability of lane detection systems
    • Improved navigation safety through advanced CV techniques
  • πŸ€– Self-Driving Car (Udacity Simulation)

    • Demonstrated advanced autonomous driving capabilities
    • Practical application of ML and computer vision techniques

Tech Stack: Python β€’ TensorFlow β€’ OpenCV β€’ Computer Vision


πŸ”Ή Frontend Developer | Vecteur Industrie

Jan 2023 - Jul 2023 | Tunisia (Hybrid - Part-time)

Delivered responsive, high-performance user interfaces and frontend optimization.

Key Achievements:

  • ⚑ Optimized front-end performance, improving load times by 40%
  • 🎨 Designed responsive UI components enhancing user engagement
  • πŸ“š Maintained comprehensive codebase documentation

Tech Stack: HTML β€’ CSS β€’ JavaScript β€’ React β€’ UX/UI Design


πŸ”Ή Machine Learning Developer | ADN EXPERTISE

Jul 2022 - Sep 2022 | Tunisia (Hybrid)

Built sophisticated ML-powered recommendation systems and analytics solutions.

Key Achievements:

  • πŸ€– Recommender System Development

    • Advanced ML algorithms for personalized recommendations
    • Significantly enhanced user engagement and satisfaction
  • πŸ“ˆ Data Analytics & KPI Dashboards

    • Extracted insights from complex databases
    • Created interactive PowerBI dashboards for business intelligence

Tech Stack: Python β€’ Power BI β€’ Scikit-learn β€’ SQL β€’ Data Analysis


πŸš€ Featured Projects

πŸ₯ MediMap - Healthcare AI Platform ⭐ Flagship Project

Demo Report

The first Tunisian mobile application to facilitate breast cancer screening - 1 year of development (Mar 2023 - Mar 2024)

πŸ† Multiple Hackathon Winner:

  • πŸ₯ˆ OPENGEODATA Challenge 2023 (AGEOS)
  • 🎯 OpenGovGataHack 2023 (Ministry of Health & World Bank)
  • 🀝 Government Partnership: Ministry of Health, World Bank, Electronic Management Unit

🎯 Key Features:

  • πŸ—ΊοΈ Real-time Facility Locator - Geospatial mapping for nearby mammography centers with equipment status and waiting times
  • 🧠 AI Risk Assessment - Personalized breast cancer risk evaluation algorithms
  • πŸ“± Remote Booking System - Automated appointment scheduling for timely screenings
  • πŸ”’ Secure Medical Records - HIPAA-compliant digital record platform with controlled access for authorized personnel
  • 🎯 Decision Support Tools - For both beneficiaries and policymakers to optimize breast cancer management strategies

Social Impact: Transforming breast cancer care in Tunisia by improving screening rates, reducing late-stage diagnoses, and lowering mortality rates. MediMap represents a significant advancement in public health initiatives.

Partnerships: Ministry of Health, World Bank, Electronic Management Unit of the Presidency, AGEOS, IEEE SUP'COM

Tech Stack: Python β€’ TensorFlow β€’ Flask β€’ React β€’ Google Maps API β€’ Geolocation β€’ Healthcare AI


🩺 MedoPad - Multi-Disease Detection System

Report

Integrated AI platform for detecting 5 different diseases through specialized models.

πŸ”¬ Detection Capabilities:

Disease Model Accuracy
COVID-19 & Pneumonia CNN Architecture 95%
Brain Tumor VGG-16 Feature Extraction 93%
Heart Disease XGBoost Classifier 91%
Breast Cancer Random Forest 94%
Diabetes Random Forest 89%

Impact: Single interface for streamlined multi-disease diagnostics

Tech Stack: PyTorch β€’ Keras β€’ VGG-16 β€’ XGBoost β€’ Random Forest β€’ CNNs


🫁 Lung Cancer Prediction System

Presentation

Comparative study of deep learning architectures for carcinogenic region detection.

πŸ† Won: AI Night II 2023 - First Place (ARSII & Novation City)

πŸ“Š Research Highlights:

  • πŸ–ΌοΈ Analyzed 1,000+ CT scans from LUNA16 challenge dataset
  • 🎯 UNet achieved highest performance - F1-score: 0.92
  • πŸ” Advanced preprocessing: lung segmentation & normalization
  • πŸ“ˆ Comprehensive evaluation: Accuracy, Precision, Recall, F1-Score

Models Compared: UNet β€’ AlexNet β€’ VGG β€’ TensorFlow

Finding: UNet demonstrated superior performance for cancer detection tasks


🩺 MediGate - Cancer Care Management Platform

πŸ† Won: Tunisia e-Health Valley 2023 - Third Place

Groundbreaking platform revolutionizing cancer care management.

🎯 Key Features:

  • πŸ’Š Chemotherapy Molecule Management - Innovative tracking and management system
  • πŸ“‘ Remote Patient Monitoring - Real-time health tracking for cancer patients
  • πŸ₯ Enhanced Care Quality - Improved support for patients and healthcare providers
  • πŸ“Š Treatment Optimization - Data-driven insights for better care decisions

Impact: Transforming how cancer patients receive care and how healthcare providers manage treatment

Tech Stack: Python β€’ Healthcare Systems β€’ Real-time Monitoring β€’ Data Analytics


πŸ’š AsthmaSafe - Digital Asthma Management

πŸ† Won: Tunisia e-Health Valley 2024 - Third Place

Software solution designed to enhance asthma management through innovative digital tools.

🎯 Features:

  • 🫁 Symptom Tracking - Real-time monitoring of asthma symptoms
  • πŸ’Š Medication Management - Smart reminders and dosage tracking
  • πŸ“Š Analytics Dashboard - Insights into asthma triggers and patterns
  • 🚨 Emergency Alerts - Quick access to emergency protocols

Impact: Empowering asthma patients with digital tools for better disease management

Tech Stack: Mobile Development β€’ Healthcare AI β€’ IoT Integration


🧠 Deep Mind - AI-Powered HR & Mental Health Platform

πŸ† Won: MutualHack 2025 - First Place (MAE Assurances & MAZAM)

Centralized management platform promoting employee well-being and mental health.

🎯 Key Features:

  • πŸ§ͺ Scientifically Approved Psychometric Tools - Evidence-based assessments
  • πŸ’Ό HR Integration - Seamless integration with HR management systems
  • πŸ“ˆ Well-being Tracking - Monitor and improve employee mental health
  • 🀝 Support Resources - Access to mental health resources and interventions

Impact: Transforming workplace mental health management for better employee well-being

Team: Developed with Abir TABARKI and Riadh Zekri

Tech Stack: AI/ML β€’ Psychometric Analysis β€’ HR Tech β€’ Data Analytics


πŸ›οΈ CivicTech Sprint Solution

πŸ† Won: CivicTech Sprint 2024 - Second Place (World Bank & Tunisia Ministry)

Solution for enhancing transparency, efficiency, and citizen engagement in local governance.

🎯 Focus Areas:

  • 🏒 Transparency - Open government data and processes
  • ⚑ Efficiency - Streamlined public service delivery
  • πŸ‘₯ Citizen Engagement - Better interaction between citizens and government
  • πŸ“Š Public Services - Improved access and quality of services

Partnerships: The World Bank, Ministry of Interior (Tunisia), EY, Deloitte, Impact Partner

Impact: Building solutions for Tunisia's future in governance and civic participation


🌱 Smart City & Green Industry Zone

πŸ† Won: GIZ Hackathon 2022 - First Place (IEEE Faculty of Science Tunis)

IoT solution for environmental sustainability and smart city development.

🎯 Problem Solved:

  • 🌳 Public Garden Dryness - Tunisia's environmental challenges
  • πŸ’§ Smart Irrigation - Automated watering systems using IoT
  • πŸ“‘ Real-time Monitoring - Sensor-based environmental tracking
  • πŸ™οΈ Smart City Integration - Part of broader smart city initiatives

Tech Stack: IoT β€’ Sensors β€’ AI β€’ Smart City Technologies


⚑ Energy Monitoring Dashboard

Participated: CSTC Hackathon 2022 (IEEE INSAT)

Real-time energy consumption monitoring dashboard for manufacturing facilities.

🎯 Features:

  • πŸ“Š Real-time Monitoring - Live energy consumption tracking
  • πŸ’° Cost Prediction - Efficient energy cost forecasting
  • 🚨 Alert System - Instant notifications for energy overusage
  • 🏭 Industry 4.0 - Integration with manufacturing systems

Tech Stack: Python β€’ Real-time Analytics β€’ Dashboard Development


πŸŽ“ Education & Continuous Learning

πŸ›οΈ Ecole Polytechnique de Sousse

Bachelor's Degree in Software Engineering | Sep 2021 - Jul 2024
πŸ“ Sousse, Tunisia | πŸŽ–οΈ Graduated with Honors

Key Coursework:

  • Machine Learning & Artificial Intelligence
  • Algorithms and Data Structures
  • Graphs and Optimization
  • Virtualization and Cloud Computing
  • Design of Information Systems

Leadership & Activities:

  • πŸ”§ Web Master - IEEE RAS ISSATSo Student Branch Chapter
  • βš–οΈ Judge Coordinator - Hult Prize Tunisia
  • πŸ€– Ambassador - National Robotics Weekend
  • 🦁 Member - Lions Clubs International
  • πŸ’» Member - Google Developer Student Club

πŸ“œ Certifications & Professional Development

🎯 Project Management & Business

πŸŽ“ PMP Exam Prep Course
Ben Hamouda Consulting | Mar 2025

  • βœ… Completed 35-Hour PMP Training
  • πŸ“Š 12 comprehensive sessions covering PMI methodologies
  • 🎯 Preparing for PMP Certification

πŸ“ˆ Six Sigma Yellow Belt (SSYBβ„’)
6sigmastudy | Feb 2025 - Feb 2028

  • Process improvement & quality management
  • DMAIC methodology

🀝 Negotiation Associate (NCN-A)
NGstudy | Feb 2025

  • Professional negotiation skills per NBOK guide

πŸ“Š Marketing Strategy Fundamentals (SCMS-Fβ„’)
SMstudy | Mar 2025

πŸ”„ Scrum Fundamentals Certified (SFC)
VMEdu | Mar 2025

βš™οΈ Scrum for Operations & DevOps (SODFCβ„’)
VMEdu | Feb 2025

πŸ’Ό Advanced Program in Entrepreneurship
Institute of Management, Technology and Finance | Feb 2025

πŸ—οΈ PMI Citizen Developer Business Architect
Project Management Institute | Feb 2025

πŸ€– AI & Machine Learning

πŸŽ₯ Practical Computer Vision with PyTorch
Hasso Plattner Institute | May 2025

πŸ”₯ Getting Started with AI on Jetson Nano
NVIDIA | Oct 2021

πŸ“Ή DeepStream for Video Analytics
NVIDIA | Oct 2021

🐍 Python for Data Science
IBM | Jan 2022

πŸ“Š Associate Data Scientist
DataCamp | Mar 2022

πŸ“ˆ Professional Data Analyst
DataCamp | Apr 2022

πŸ’» Technical Skills Certifications

🟒 HackerRank:

  • SQL (Advanced) - Sep 2024
  • Problem Solving (Intermediate) - Aug 2022

πŸŽ“ DataCamp Python Skillset (19 courses completed):

  • Machine Learning with Tree-Based Models
  • Unsupervised Learning in Python
  • Deep Learning with TensorFlow & Keras
  • Statistical Thinking & Data Visualization
  • And 15 more specialized courses...

πŸ› οΈ Technical Arsenal

Programming Languages

Python C++ C JavaScript SQL R PHP

Machine Learning & Data Science

TensorFlow PyTorch Scikit-Learn Keras OpenCV XGBoost

Data Engineering & Analytics

Pandas NumPy PySpark Power BI Matplotlib Seaborn

Web Development & Frameworks

React Angular Node.js Flask Spring Boot Django

DevOps & Cloud

Docker Kubernetes AWS Azure Git Linux

Databases

MySQL PostgreSQL Oracle


🎯 What I'm Currently Working On

current_focus = {
    "learning": [
        "MLOps & Production ML Pipelines",
        "AWS & Azure Cloud Architecture",
        "Advanced Data Engineering with Spark",
        "Project Management (PMP Track)"
    ],
    "building": [
        "AI-powered healthcare diagnostic tools",
        "Scalable data pipeline architectures",
        "Open-source ML projects"
    ],
    "exploring": [
        "Entrepreneurship opportunities in AI/ML",
        "Six Sigma for process optimization",
        "Leadership in tech teams"
    ]
}

🀝 Open to Collaboration On

  • πŸ”¬ Machine Learning & AI Projects - Especially in healthcare and social impact
  • πŸ“Š Data Engineering Solutions - Building scalable data pipelines
  • πŸš€ Startup Ventures - Co-founding or joining early-stage tech startups
  • πŸ† Hackathons & Competitions - Always ready for the next challenge!
  • πŸ’‘ Open Source Contributions - Contributing to meaningful projects

πŸ’¬ Let's Talk About

  • πŸ† Hackathons - How they transformed my life and can transform yours
  • πŸ€– AI/ML in Healthcare - Building solutions that save lives
  • πŸ“Š Data Engineering - From messy data to actionable insights
  • πŸš€ Entrepreneurship - Lessons from startup incubations
  • 🎯 Problem Solving - Tackling complex challenges creatively
  • 🌍 Cross-cultural Collaboration - Working with global teams

🌟 My Philosophy

"Hackathons taught me that the cure for inertia is action. Don't just watch tutorialsβ€”build something. Don't just have ideasβ€”execute them. The late nights, the bugs, the failuresβ€”they all sharpen your problem-solving abilities and teach resilience."

Core Values

  • 🎯 Action over perfection - Ship it, then improve it
  • 🀝 Collaboration over competition - Best solutions come from diverse teams
  • πŸ“š Continuous learning - Always be growing
  • πŸ’‘ Impact over innovation - Build what matters
  • 🌍 Think global, act local - Solve problems that scale

🀝 Let's Connect!

I'm always interested in connecting with fellow developers, data scientists, entrepreneurs, and innovators!

LinkedIn Email Kaggle HackerRank

πŸ“ Location: Storkower Straße 37, 10409 Berlin, Germany
πŸ“ž Phone: +49 15510238310
βœ‰οΈ Email: bachirkarmeni@gmail.com


πŸ’‘ Interested in my work?

  • 🏒 For recruiters: I'm open to Data Engineering and ML Engineering roles
  • πŸš€ For entrepreneurs: Let's discuss potential collaborations or co-founding opportunities
  • 🎯 For hackathon organizers: I'd love to participate or mentor
  • πŸ’Ό For project collaborations: Check out my repositories and reach out!

⭐ If you like my work, consider giving a star to my repositories!

"Take the leapβ€”your next big idea or connection might just be waiting for you."

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