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Mohammed EL-KHOU

@mohammedel-khou

Data Engineer at RMC BFM ADS, where I replaced legacy Talend ETL with Python modules and cut processing times by 80%.

At RMC BFM ADS (Altice Media), I developed a modular Python ETL architecture to replace legacy Talend infrastructure. The new routines cut processing times by 80% and eliminated Talend license costs.

I also developed serverless workflows for video ad transcoding and audio-to-video production, using AWS services to process, validate, and distribute media. For audience intelligence, I built an AWS Bedrock semantic matching pipeline for TV schedules and replay content, reaching a 95.1% matching rate with Claude 3 Haiku.

Earlier, at BPCE-SI, I developed and maintained Big Data pipelines on Hadoop and contributed to a Cloudera-to-GCP migration. At IMPERIUM and 3W Media, I worked on production AI and machine-learning projects including speech transcription, ad-spot recognition, sentiment analysis, and computer vision.

Experience

Work history, roles, and key accomplishments

Current

Data Engineer / Cloud Engineer (AWS)

Current

RMC BFM ADS (Altice Media)

Jan 2024 - Present (2 years 9 months)

Maintained databases, developed ETL routines, and led data warehouse migration projects. Built serverless video transcoding, audio-to-video conversion, advertising billing automation, and audience intelligence pipelines on AWS.

Big Data Engineer

BPCE-SI

Aug 2022 - Jan 2024 (1 year 5 months)

Designed, developed, and managed Big Data pipelines for all Caisse d'Epargne Ile de France divisions. Automated ETL pipelines, ensured data quality, and collaborated with data scientists and analysts.

Big Data Cloudera Hadoop Hive HDFS Spark Scala PySpark Python Shell SQL Pl SQL Oracle GCP BigQuery VTOM CI CD Git Bitbucket Jira Agile Scrum Data Governance ETL Data Lake

R&D Data Engineer / Machine Learning Engineer

IMPERIUM

Sep 2021 - Aug 2022 (11 months)

Modernized infrastructure with microservices and Docker, structured training pipelines, and developed end-to-end web mining solutions for news sites. Implemented multiprocessing and parallelization to achieve near real-time predictions.

Développeur ML / AI

3W Media - Imperium

Aug 2020 - Sep 2021 (1 year 1 month)

Developed AI solutions including speech transcription, audio fingerprinting for ad detection, speaker and gender detection, social media topic detection and sentiment analysis, facial recognition, and a multilingual dictionary.

Data Scientist

3W Media - Imperium

Mar 2020 - Aug 2020 (5 months)

Developed object detection and recognition systems for advertising screens on TV, billboards, and newspapers. Conducted comparative studies of state-of-the-art algorithms and deployed models via Flask API.

Python PyTorch Detectron2 RetinaNet Faster RCNN Mask RCNNs YOLO Computer Vision Flask Docker Selenium Data Scraping Data Augmentation Model Training API Deployment

Education

Degrees, certifications, and relevant coursework

Institut Galilée, Université Sorbonne Paris Nord

Master 2, Data Science and Artificial Intelligence

Master 2 in Data Science and Artificial Intelligence from Institut Galilée, Université Sorbonne Paris Nord, completed in 2020.

Université Sidi Mohammed Ben Abdellah

Master, Web Intelligence and Data Science

Master in Web Intelligence and Data Science, a two-year program specializing in development, big data processing, data science, and artificial intelligence.