Oratio

MLOps Engineer

CoaChess

✅ Architected, Developed, and Deployed a Real-Time Interactive Chessboard Analyzer

-  Collaborated closely with AI Architect Mr. Oussama Chelly  to design a robust, scalable system architecture, ensuring seamless integration of machine learning components.
- Architected and deployed a high-performance data ingestion pipeline, achieving over 30% faster database ingestion using a parallelized ETL process on AWS.
-  Implemented Change Data Capture (CDC) patterns to relay real-time updates to RabbitMQ queues, enhancing responsiveness and minimizing data latency.
-  Designed and managed a Bytewax-based streaming pipeline for real-time processing, embedding data with Superlinked, and optimizing vector storage in a Qdrant database for efficient retrieval.
- Developed a training pipeline with advanced chess-specific feature engineering, fine-tuning an open-source LLM to meet text generation benchmarks comparable to larger models, enabling real-time analysis capabilities.

Machine Learning Engineer

ACTIA Engineering Services

✅Developed  Computer Vision solution and deployed it on edge devices.

-Implemented advanced data augmentation strategies to significantly boost model performance across diverse tasks.
- Explored HydraNets for active vision applications, utilizing ResNet encoder backbones and multiple prediction heads, culminating in a comprehensive research report for model development on a four-wheeled robot.
- Leveraged PyTorch and TPU computing power to fine-tune large-scale pre-trained models for enhanced efficiency.  
-Executed real-time classification tasks on an Nvidia Jetson AGX board, optimizing for performance and responsiveness in dynamic environments.

AI Research Intern

SIRYOS I SAP Gold Partner Integrator I AI Editor I IT Consulting

✅Integrated Analytics Dashboard Development and Backend Unification

- Developed components of the internal ETL tool in Python and SQL.

Data Science Intern

Hippo Shopping

✅ Data Pipeline Development for E-commerce Product Recommendation System

- Designed scalable, high-performance data pipelines for real-time analytics systems.
- Optimized data flow and storage using Kafka and advanced ETL processes.
- Developed robust, secure APIs ensuring seamless data access and integration.
- Implemented rigorous data quality standards, enhancing reliability and compliance.

Data Engineer 

I have a passion for building ML-based solutions, from development to deployment. I love transforming an idea into a model, and a model into an API/product.

I have worked on different problems:Computer Vision for healthcare analytics, deep learning  for autonomous vehicles, e-commerce recommendation systems, and time series analysis. I have a background in pure mathematics and strong coding skills in Python.

Taplio

Mohamed AYARI's Linkedin Analytics

Mohamed AYARI

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