Muhammad Ammad-Ud-Din
Co-founder
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.
Industries Experience
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Experienced in Information Technology (10 years), Telecommunication (4 years), Biotechnology (2 years), and Healthcare (2 years).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Product Development (10 years), Research and Development (10 years), Information Technology (8 years), and Business Intelligence (3 years).
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
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