Muhammad A.-Co-founder
Check rate
Experience
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.
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.
Postdoctoral Researcher in Machine Learning
Institute of Molecular Medicine Finland, University of Helsinki
- Conducted research on developing novel machine learning method for bioinformatics data, contributing to advancements in personalized cancer medicine.
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.
Industry experience
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Experienced in Information Technology, Telecommunication, Biotechnology, and Healthcare.
Business area experience
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Experienced in Product Development, Research and Development, Information Technology, and Business Intelligence.
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.
Skills
- Artificial Intelligence, Machine Learning, Automation
- Llms, Genai Technologies, Ai Agents
- Privacy-Preserving & Federated Learning
- Elastic (Lexical Search), Natural Language Processing
- Semantic (Vector Search Powered By Llm-Based Retreival Model)
- Applied Research & Development
- A/B Testing - Build, Measure, Iterate
- Cloud Technologies & Scalable Production Grade Application
- Aws Ecs, Fargate, Lambda, S3, Rds, Redis, Dynamodb/Mongdb
- Ci/Cd Pipelines, Docker/Containers, Serverless Architectures
- Elastic Cloud - Managed Elastic Search Service
- Python, Django, Fastapi
- Ai Agent Orchestration Frameworks - Langgraph, Crewai
- Azure, Gcp (Basic Exposure)
- Leadership
- Team Building And Management
- Mentorship & Supervision
Languages
Education
Arcada University
Master of Bussiness Administration MBA · Bussiness Administration · Helsinki, Finland
Aalto University
Doctor of Science (Tech.) · Machine Learning & Computer Science · Espoo, Finland
Aalto University
Master of Science (Tech.) · Machine Learning & Bioinformatics · Espoo, Finland
Statistics
Experience
Global experience
Expertise
Qualifications
Profile
Frequently asked questions
Have questions? Find more information here.
Muhammad is based in Helsinki, Finland.
Muhammad speaks the following languages: Finnish (Native), English (Advanced).
Muhammad has at least 11 years of experience. During this time, Muhammad has worked in at least 4 different roles and for 4 different companies. The average length of individual experience is 3 years and 8 months. Note that Muhammad may not have shared all experience and actually has more experience.
Based on recent experience, Muhammad would be well-suited for roles such as: Co-founder, Senior Data Scientist, Postdoctoral Researcher in Machine Learning.
Muhammad's most recent position is Co-founder at Comparables.ai.
In recent years, Muhammad has worked for Comparables.ai and Huawei Technologies Research & Development.
Muhammad is most experienced in industries like Information Technology, Telecommunication, and Biotechnology. Muhammad also has some experience in Healthcare.
Muhammad is most experienced in business areas like Product Development, Research and Development, and Information Technology. Muhammad also has some experience in Business Intelligence.
Muhammad has recently worked in industries like Information Technology and Telecommunication.
Muhammad has recently worked in business areas like Information Technology, Product Development, and Research and Development.
Muhammad holds a Doctorate in Machine Learning & Computer Science from Aalto University, a Master in Bussiness Administration from Arcada University, a Master in Machine Learning & Bioinformatics from Aalto University and a Master in Bioinformatics, & Computational Biology from Université de Nice Sophia Antipolis.
The availability of Muhammad needs to be confirmed.
Daily rate distribution
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Average rates for similar positions
Rates are based on recent contracts and do not include FRATCH margin.
The average daily rate is the mean of all daily rates from recent contracts of comparable freelancers on our platform.
The median daily rate is the middle value of all daily rates — half of comparable freelancers charge less, half charge more. Unlike the average, it is barely affected by outliers.
Calculated based on our freelancers’ daily rates as of 7 Sep 2026. Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.
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