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mohammed aicheMA
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mohammed aiche

@mohammedaiche

Data Scientist / AI Engineer at Little John building LLM evaluation harnesses and modular agents deployed with Docker and Ray.

France
Message

At Little John, I built RAG and evaluation harnesses to measure agent accuracy across providers and support data-driven model selection. I also owned the architecture of configurable AI agents, from design through Docker deployment and horizontal scaling with Ray.

At Little John, I fine-tuned LLMs and used structured validation frameworks to achieve 99% accuracy in document classification, table extraction, restructuring, and automated form filling. I integrated OpenAI, Mistral, Groq, and Qwen/Kimi to select models for different tasks.

As a freelancer, I designed and fine-tuned YOLO-based object detection models for image recognition and tracking, and deployed AI models for audio-to-text and text-to-text transformations. At Groupe Karavel-Promovacances, I developed a supervised ranking model for Google search pages and analyzed large-scale data to inform content strategy and marketing campaigns.

Experience

Work history, roles, and key accomplishments

LJ
Current

Data Scientist / AI Engineer

Little John

Nov 2024 - Present (1 year 11 months)

Built retrieval (RAG) and evaluation harnesses to measure agent accuracy across providers, enabling data-driven model selection. Owned the architecture of modular, configurable AI agents (Pydantic-validated outputs) in partnership with the CTO, from design through production deployment via Docker and horizontal scaling with Ray.

FS

Data Scientist / Software Engineer (Python)

Freelance (Self-Employed)

Jan 2024 - Nov 2024 (10 months)

Designed and fine-tuned YOLO-based object detection models for real-time image recognition and tracking applications, delivering high-performance computer vision solutions. Deployed and optimised AI models for audio-to-text and text-to-text transformations using Hugging Face tools, bridging speech recognition and natural language processing.

GK

Data Scientist / Software Engineer

Groupe Karavel-Promovacances

Nov 2022 - Nov 2023 (1 year)

Developed a predictive ranking model using supervised machine learning to optimise Google search page rankings, strengthening SEO strategy and significantly boosting organic traffic and revenue. Performed large-scale data analysis on millions of records to uncover actionable patterns and trends, delivering insights that informed content strategy and marketing campaigns.

Education

Degrees, certifications, and relevant coursework

Université Paris Cité logoUC

Université Paris Cité

Master's Degree, Machine Learning for Data Science

Pursued a Master's degree in Machine Learning for Data Science, focusing on advanced machine learning and data science techniques.

UC

Université Paris Cité

Bachelor's Degree (Licence), Computer Science

Completed a Bachelor's degree (Licence) in Computer Science, covering foundational computer science topics.

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