Muhammad A.

AI/ML/Agentic/LLM Lead Consultant (Senior)

Espoo, Finland

Experience

Jan 2021 - Present
5 years
Helsinki, Finland

Co-founder

Comparables.ai

  • Leading the technological vision and execution, contributing to the company’s growth and innovation.
  • Strategizing, managing, and developing GenAI technologies and use cases, including LLMs, AI M&A agent, recommendation models based on LLMs, and RAG applications like AI relevancy and AI analyst.
  • Managing a high-performance engineering team (including machine learning scientists, engineers, and software developers), ensuring timely delivery of scalable, production-grade AI-based SaaS application.
  • Spearheading cost-optimized cloud infrastructure to handle 360 million companies dataset.
  • Established best practices in AI automation, GenAI research and operations, and enterprise-grade solutions.
Jan 2018 - Dec 2021
4 years
Helsinki, Finland

Senior Data Scientist

Huawei Technologies Research & Development

  • Designed and developed GDPR-compliant multi-view federated machine learning models for personalized recommendations.
  • Led hyperparameter optimization research for federated ML models.
  • Collaborated with cross-functional teams to integrate ML capabilities into Huawei’s products and services.
Jan 2017 - Dec 2018
2 years
Helsinki, Finland

Postdoctoral Researcher in Machine Learning

Institute of Molecular Medicine Finland, University of Helsinki

  • Conducted research on developing novel machine learning methods for bioinformatics data, contributing to advancements in personalized cancer medicine.
Jan 2016 - Dec 2018
3 years
Helsinki, Finland

Principal Machine Learning (Part-time)

Waazeh Technologies

  • Developed NLP/NLU solutions for financial services and social media analytics.
  • Designed and deployed large-scale real-time text analytics pipelines.

Summary

As a Head of AI/ML at Comparables.ai, I bring over a decade of experience leading AI-driven innovation, with deep expertise in Search and Recommendation systems, Large Language Models (LLMs), AI Agents, and Big Data. My focus is on architecting and developing scalable, cloud-native solutions that enable businesses to harness the power of LLMs for actionable insights, smarter decision-making, and transformative growth.

At Comparables.ai, my team is at the forefront of innovation in LLM-driven Search and Recommendation systems, AI Agents, and Retrieval-Augmented Generation (RAG). I led the development of MIA, a production-optimized AI Market Intelligence Agent, which integrates LLMs with Comparables.ai’s 360-million company dataset and proprietary ML models. While initially built for M&A advisors and finance professional, the underlying architecture and design principles apply broadly to other domains where intelligent data-driven decision-making is critical such as health-care, e-commerce, banking and retail.

With a scientific mindset, I approach solution development through experimentation and rigor, focusing on key performance indicators such as quality and operational efficiency. This enables me to build AI-driven products that are not only innovative but also aligned with business objectives and user needs.

My work bridges the gap between technical depth and strategic impact, helping organizations harness the power of AI Agents to transform operations, improve decision-making, and deliver sustained value at scale.

Languages

Finnish
Native
English
Advanced

Education

Sep 2023 - Present

Arcada University

Master of Business Administration MBA · Business Administration · Helsinki, Finland

Sep 2012 - May 2016

Aalto University

Doctor of Science (Tech.), Machine Learning & Computer Science · Machine Learning & Computer Science · Espoo, Finland

Sep 2010 - May 2012

Aalto University

Master of Science (Tech.), Machine Learning & Bioinformatics · Machine Learning & Bioinformatics · Espoo, Finland

...and 1 more
Need a freelancer? Find your match in seconds.
Try FRATCH GPT
More actions