I'm Muhammed Rizwan, an AI Engineer with experience in enterprise systems and applied Generative AI. I design and deploy RAG-based solutions on Azure, leveraging LLMs, hybrid retrieval, and prompt engineering to support real-world decision making. I have a strong ML/DL modeling background and hands-on cloud deployment experience. Based in Sweden and open to EU relocation, I collaborate effectively with cross-functional teams to deliver scalable AI powered systems that create measurable business value.

Muhammed Rizwan

I'm Muhammed Rizwan, an AI Engineer with experience in enterprise systems and applied Generative AI. I design and deploy RAG-based solutions on Azure, leveraging LLMs, hybrid retrieval, and prompt engineering to support real-world decision making. I have a strong ML/DL modeling background and hands-on cloud deployment experience. Based in Sweden and open to EU relocation, I collaborate effectively with cross-functional teams to deliver scalable AI powered systems that create measurable business value.

Available to hire

I’m Muhammed Rizwan, an AI Engineer with experience in enterprise systems and applied Generative AI. I design and deploy RAG-based solutions on Azure, leveraging LLMs, hybrid retrieval, and prompt engineering to support real-world decision making. I have a strong ML/DL modeling background and hands-on cloud deployment experience.

Based in Sweden and open to EU relocation, I collaborate effectively with cross-functional teams to deliver scalable AI powered systems that create measurable business value.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
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Work Experience

Master’s Thesis - Generative AI at Volvo Construction Equipment
January 1, 2025 - June 1, 2025
Designed a persona-driven RAG chatbot using GPT-4o and Azure AI Search to automate exploration and analysis of customer persona data for business stakeholders. Generated synthetic customer personas from unstructured customer success stories using Few-Shot and Chain-of-Thought prompting, benchmarking quality–efficiency trade-offs. Conducted statistical evaluation (McNemar’s test) across completeness, relevance, and consistency metrics to compare prompting strategies and guide system refinement. Augmented the chatbot knowledge base with synthetic personas, improving average response accuracy from 5.88 to 6.42 and achieving 81.82% stakeholder-reported business usefulness.
GenAI Intern at PerformanceX
August 1, 2024 - September 1, 2024
Built and deployed a RAG-based coaching chatbot using LangChain, Pinecone, and Streamlit, delivering an end-to-end GenAI application deployed on Streamlit Cloud. Collected and processed content from 30+ sources, implementing chunking and embedding pipelines to improve semantic retrieval quality. Evaluated multiple embedding models and LLMs through manual response comparison, refining prompts to improve answer relevance and consistency.
Software Engineer at Allianz Technology
March 1, 2022 - June 1, 2023
Installed and configured IBM FileNet P8 on Linux, ensuring stable document management operations across enterprise environments. Investigated application logs and performance metrics to diagnose root causes and resolve system-level issues, maintaining a 98% SLA resolution rate. Monitored application performance using Dynatrace and collaborated with cross-functional teams to improve system stability and release coordination.

Education

Master of Science in AI Engineering at Jönköping University, Sweden
January 1, 2023 - January 1, 2025
Bachelor of Engineering in Computer Science at Mangalore Institute Of Technology, India
January 1, 2017 - January 1, 2021
Master of Science in AI Engineering at Jönköping University, Sweden
January 1, 2023 - January 1, 2025
Bachelor of Engineering in Computer Science at Mangalore Institute Of Technology
January 1, 2017 - January 1, 2021

Qualifications

Microsoft Azure AI Fundamentals (AI-900)
January 1, 2025 - March 5, 2026
Microsoft Azure AI Fundamentals (AI-900)
January 1, 2025 - March 5, 2026

Industry Experience

Software & Internet, Manufacturing, Professional Services, Media & Entertainment