I am a PhD in Mathematics and AI Scientist specializing in Generative and Agentic AI, RAG systems, and small language models. Skilled in both classical methods such as GANs and VAEs and modern architectures, including transformers and diffusion models. Currently, I fine-tune large and small language models and design custom RAGS systems to enhance AI capabilities. My experience extends : 1- From developing AI-powered medical document analysis systems that improved retrieval accuracy by 70% 2- Creating voice-to-invoice AI solutions that halve manual entry time. I am passionate about advancing AI integration with a focus on fine-tuning, hybrid RAG models, and AI system development, aiming to boost performance and efficiency in real-world applications.

Erfan Soheil

I am a PhD in Mathematics and AI Scientist specializing in Generative and Agentic AI, RAG systems, and small language models. Skilled in both classical methods such as GANs and VAEs and modern architectures, including transformers and diffusion models. Currently, I fine-tune large and small language models and design custom RAGS systems to enhance AI capabilities. My experience extends : 1- From developing AI-powered medical document analysis systems that improved retrieval accuracy by 70% 2- Creating voice-to-invoice AI solutions that halve manual entry time. I am passionate about advancing AI integration with a focus on fine-tuning, hybrid RAG models, and AI system development, aiming to boost performance and efficiency in real-world applications.

Available to hire

I am a PhD in Mathematics and AI Scientist specializing in Generative and Agentic AI, RAG systems, and small language models.
Skilled in both classical methods such as GANs and VAEs and modern architectures, including transformers and diffusion models.
Currently, I fine-tune large and small language models and design custom RAGS systems to enhance AI capabilities.

My experience extends :
1- From developing AI-powered medical document analysis systems that improved retrieval accuracy by 70%
2- Creating voice-to-invoice AI solutions that halve manual entry time.

I am passionate about advancing AI integration with a focus on fine-tuning, hybrid RAG models, and AI system development, aiming to boost performance and efficiency in real-world applications.

See more

Language

English
Advanced
French
Intermediate

Work Experience

AI Scientist at TORUS AI
December 2, 2023 - Present
Fine-tuned large language models (LLMs), small language models (SLMs), and diffusion models achieving a 40% increase in model performance on custom tasks. Developed custom use of Retrieval-Augmented Generation systems (agentic, hybrid) for enhanced AI applications.

Education

Add your educational history here.

Qualifications

PhD
January 1, 2020 - January 1, 2023
IBM Specialization in RAG for Generative AI Applications
January 1, 2025 - August 28, 2025
IBM Specialization in Agentic AI, Prompt Engineering
January 1, 2024 - August 28, 2025
IBM Data Science Professional Certificate
January 1, 2023 - August 28, 2025
Bronze Medal - National Math Competition
January 11, 2030 - August 28, 2025
PhD Eiffel Tower Scholarship
January 1, 2020 - January 1, 2023

Industry Experience

Software & Internet, Healthcare, Education, Professional Services