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.
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Software EngineerOratioTunis, Tunisia -
Mlops EngineerOratio Jul 2024 - PresentTunisia -
Machine Learning EngineerCoachess Jan 2024 - May 2024Tunisie✅ 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. -
Ai Research InternActia Engineering Services Jun 2023 - Sep 2023Tunisie✅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. -
Data Science InternSiryos I Sap Gold Partner Integrator I Ai Editor I It Consulting May 2022 - Aug 2022Tunisie✅Integrated Analytics Dashboard Development and Backend Unification- Developed components of the internal ETL tool in Python and SQL. -
Data EngineerHippo Shopping Nov 2021 - May 2022Californie, États-Unis✅ 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.
Frequently Asked Questions about Mohamed Ayari
What company does Mohamed Ayari work for?
Mohamed Ayari works for Oratio
What is Mohamed Ayari's role at the current company?
Mohamed Ayari's current role is Software Engineer.
What schools did Mohamed Ayari attend?
Mohamed Ayari attended Sup'com, Faculty Of Sciences Of Tunis.
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