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Reda E.RE

Reda E.

Backend / DevOps / GPU RunPod Vast.ai

€420/day
Madrid, ES
8-15 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Reda

Software engineer with over 10 years of experience in developing scalable, high-performance applications using Python, .NET, and cloud-native technologies on AWS, GCP, and Azure, leveraging GPU computing power for AI on Vast.ai and RunPod platforms.

🔷 Advanced Cloud Application Proficiency: Designed and implemented distributed systems using both microservices and monolithic architectures, building RESTful APIs with asynchronous task processing and distributed workflows via Celery, RabbitMQ, and Valkey to enhance responsiveness and manage high-concurrency workloads. Containerized applications using Docker, Podman, and containerd, and managed container orchestration with Kubernetes

🔷 Expert Cloud Automation and CI/CD Proficiency: Deployed and managed cloud infrastructure on AWS, GCP, and Azure, implementing end-to-end CI/CD pipelines using Jenkins, GitLab CI, GitHub Actions, and AWS CodePipeline with integrated testing, security scanning, and production deployment.

🔷 Expert Database Tuning and Optimization: Optimized database performance through query tuning and optimization, working extensively with PostgreSQL, AWS RDS, and Elasticsearch

🔷 Advanced GPU Optimization: Optimized NVIDIA GPU performance by leveraging Multi-Process Service (MPS) with VRAM scheduling and background task distribution, along with concurrent kernel execution, across various GPU platforms including Vast.ai and RunPod.


🔷 Experience in Building Data Streams: Created and maintained real-time data streaming pipelines using Kafka and Apache Spark; the entire pipeline was orchestrated using Apache Airflow.

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🚀 Let's build something amazing together! B2B Freelancer
  • English

    Native or bilingual

  • French

    Native or bilingual

  • Spanish

    Fluent

Can work on-site
Madrid (up to 50km), Barcelona (up to 50km), Valencia (up to 50km), Sevilla (up to 50km), Málaga (up to 50km)

Experience

  • Yacodata
    Software / DevOps Consultant Engineer
    MEDICAL
    January 2021 - Today (5 years and 7 months)
    Sevilla, Spain
    Advanced REST API Proficiency: Designed and implemented scalable FastAPI backends with PostgreSQL asynchronous operations, key-value pair caching, JWT authentication, and Celery task queues for efficient background processing, leveraging containerization via Docker and container orchestration through Kubernetes.
    AI Document Chatbot Development: Utilizing the LangChain framework and implementing RAG by chunking and embedding large PDF files from documentation into the Chroma vector database for intelligent semantic retrieval.
    Advanced Cloud Automation Proficiency (DevOps/DevSecOps): Built and deployed containerized microservices (.NET, Python, Java) using automated CI/CD pipelines with integrated SAST/DAST security scanning and zero-downtime continuous updates.
    Advanced GPU Optimization: Increased GPU utilization using NVIDIA Multi-Process Service, implementing VRAM scheduling and concurrent kernel execution for efficient workload distribution across background tasks.
    • Successfully completed SOC 2 certification, ensuring HIPAA compliance.
    Python DevOps AWS runpod containerd
  • National Energy Company, Morocco
    Data Scientist / Energy
    October 2018 - December 2020 (2 years and 2 months)
    Drafting of safety requirements and technical specifications related to the experiments
    impacting the safety of the operations of an electricity power plant.
    Tasks automation using python and data visualization of monthly operations performances
    metrics.
    Building data visualization dashboards for following up physical parameters variations:
    Power, Temperature, Pressure, Hours of operation.

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Education

  • Certified Associate in Python Programming certification IBM Data Science Certificate
    PCAP
    Certified Associate in Python Programming certification IBM Data Science Certificate
  • Engineer diploma
    ENSEIRB Bordeaux
    2011
    Engineer diploma

Skill set

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