Iqra Bano

Available to hire

5+ years of experience designing and delivering AI-driven systems and autonomous decision agents using Python.

About

I’m an AI Engineer based in Ireland with 3.5+ years of experience designing and delivering AI-driven systems and autonomous decision agents using Python. I excel at building agent architectures, tool-augmented reasoning, and LLM-powered decision pipelines to solve real-world problems.

I have hands-on experience integrating LLMs, RAG pipelines, vector databases, and databases into scalable frameworks, with a focus on rapid delivery under tight deadlines. I work well remotely, communicate effectively, and design maintainable, extensible agent frameworks using LangChain and modern ML infrastructure.

  • Joined July 2025

Industry experience

  • Computers & Electronics
  • Education
  • Professional Services
  • Software & Internet
  • Media & Entertainment

Projects · 2

Civic Agent is an open-source, privacy-first AI system that answers citizen questions about local government services like bin exemptions, housing support, or parking permits using real City Council policies as its knowledge base.

Built with CrewAI, RAG, and Ollama + Phi-3, this project demonstrates a true multi-agent architecture where specialized AI agents collaborate:
→ A Researcher retrieves official documents
→ A Validator checks eligibility rules
→ An Action Guide delivers clear, actionable next steps

All processing runs locally on a free Colab GPU -no external APIs, no data leaks, no cost.

This isn’t just another chatbot. It’s a production-grade agentic system designed for accuracy, transparency, and real-world utility, showcasing end-to-end mastery of modern LLM engineering: from web scraping and vector retrieval to agent orchestration and deployment.

Work experience· 7 roles

Teaching Assistant (Python & ML) · University of LimerickMar 2025 – Aug 2025 · 6 mos

Delivered tutorials on Python, NumPy, Pandas, and scikit-learn to over 50 students covering statistical analysis and machine learning fundamentals. Guided students in full-stack AI projects integrating Django/Flask backends with React frontends.

Data Scientist (AI/ML Engineer) · PredixxionApr 2024 – Aug 2025 · 1 yr 5 mos

Architected LLM-driven solutions with RAG and LoRA/QLoRA fine-tuning, improving retrieval accuracy by 35% and reducing GPU usage by 40%. Developed multimodal predictive models for text and image analytics handling over 100,000 daily records. Implemented MLOps workflows in AWS including SageMaker, Lambda, and CI/CD pipelines, which halved deployment cycles and ensured reproducibility. Collaborated with stakeholders to shape data strategies, prepare complex datasets, and deliver actionable business insights.

AI Engineer · PredixxionJan 2024 – Apr 2024 · 4 mos

Designed and implemented a Python-based AI agent framework enabling autonomous decision-making using LLMs and RAG pipelines. Built agent-driven workflows integrating external tools, vector databases, and structured data sources for contextual reasoning. Integrated databases with AI-driven applications to enable persistent memory, retrieval, and agent state management. Optimized agent inference via LoRA/QLoRA fine-tuning and quantization. Delivered production-ready code under tight deadlines with maintainability for future enhancements.

Associate Software Engineer (ML) · Pitney BowesNov 2023 – Aug 2025 · 1 yr 10 mos
Associate AI Engineer · Pitney Bowes IndiaDec 2021 – Nov 2023 · 2 yrs
AI/ML Intern · Pitney BowesNov 2021 – Aug 2025 · 3 yrs 10 mos
AI/ML Intern · Pitney Bowes IndiaDec 2020 – Nov 2021 · 1 yr

Education

MSc · University of Limerick2024 – 2025
BE · Oriental Institute of Science and Technology2017 – 2021
MSc Artificial Intelligence and Machine Learning · University of Limerick, Ireland2024 – 2025
BE Electronics and Communication Engineering · Oriental Institute of Science and Technology, India2017 – 2021

Certifications and awards

AWS Certified AI Practitioner2030 – 2025
PCAP – Certified Associate in Python Programming2030 – 2025
AWS Certified AI Practitioner2030 – 2025
PCAP – Certified Associate in Python Programming2030 – 2025

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