Hi! I am Fatema Tuj Johora Faria, currently working as a AI Engineer II at Astha.IT. My expertise lies in designing, developing, and deploying generative AI-based applications with a strong focus on Large Language Models, Large Multimodal Models, Retrieval-Augmented Generation (RAG), as well as LLM Agents and Multimodal AI Agents, along with their multi-agent architectures for automating complex tasks and supporting data-driven insights. I also place equal emphasis on creating user-friendly interfaces that simplify AI interactions and provide an intuitive experience for users.
In my previous capacity as Senior Application Developer at Dexian (Bangladesh) Limited, I focused on delivering high-impact work through the following key areas:
(1) Proof of Concepts (PoCs): I oversaw the development of PoCs to explore forward-thinking ideas by analyzing client and stakeholder requirements and translating them into business goals. I rapidly prototyped solutions and iterated based on feedback to assess feasibility, reduce risks, and enable informed decision-making for full-scale implementation, while ensuring alignment with the long-term product vision.
(2) Leadership in Project Execution: I led the architecture of generative AI systems for production-grade deployment, utilizing Azure OpenAI for LLM integration, Azure SQL for robust data management, Azure Blob Storage for scalable asset handling, and AlloyDB for high-performance vector search. I designed modular, domain-specific AI pipelines optimized for low-latency inference and deployed them efficiently via Azure Web App, focusing on reducing operational overhead and ensuring cost-effective, real-world performance.
(3) Mentorship: I mentored Junior Application Developers by guiding them on coding standards, architectural best practices, and professional growth, helping them contribute effectively to our projects.
My Primary Research Interests Include:
- Large Language Models
- Large Multimodal Models
- LLM Agents
- Multimodal AI Agents
- Human-Computer Interaction
- NLP for Social Good
- NLP for Low-Resource Languages
- AI in Healthcare
- Vision-Language Models
- Trustworthy AI
- Computer Vision
I am open to collaborative opportunities that align with my research goals and passions. If you have any inquiries or wish to discuss potential collaborations, please feel free to reach out. You can contact me via email at Personal: fatema.faria142@gmail.com or Official: ftj.faria@asthait.com.
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