I'm an Information Science & Engineering student interested in building reliable software systems and AI-powered applications.
I work across backend development, machine learning, Generative AI, and cloud technologies, with a focus on turning ideas into practical, end-to-end solutions.
Currently, I'm gaining hands-on software engineering experience while working with technologies such as Python, FastAPI, PostgreSQL, AWS, Docker, LLMs, and RAG.
- Backend services and REST APIs
- AI/ML applications and predictive systems
- LLM-powered applications
- Retrieval-Augmented Generation (RAG) systems
- Data processing and analytics pipelines
- AI-powered automation and reporting systems
- Scalable applications using cloud and container technologies
Contributed to an AI-powered assessment and placement platform involving online assessments, coding evaluations, analytics, proctoring, and AI-driven reporting.
Key areas:
- Backend services and REST APIs
- FastAPI and PostgreSQL
- AI-powered analytics and reporting
- LLM-based student performance analysis
- Data visualization and automated PDF reports
- Microservices and cloud deployment
Technologies: Python · FastAPI · PostgreSQL · AWS · Docker · LLMs · Generative AI · REST APIs
Built a document question-answering system using Retrieval-Augmented Generation to provide context-aware responses from uploaded knowledge sources.
Pipeline:
Documents → Chunking → Embeddings → Vector Search → Retrieval → LLM → Response
Technologies: Python · LangChain · Hugging Face · Sentence Transformers · FAISS · RAG · LLMs · Flask
Developed an end-to-end AI application that converts video or YouTube content into structured notes and enables users to interact with the generated knowledge through a chatbot.
Pipeline:
Video/YouTube → Audio → Text → Notes → PDF → RAG → Chatbot
Technologies: Python · MoviePy · yt-dlp · LangChain · FAISS · LLMs · Flask · Next.js
- Advanced Generative AI
- Large Language Models
- RAG and AI Agents
- Deep Learning with PyTorch
- Backend Architecture
- Cloud & Distributed Systems
- Email: kirankumars82485@gmail.com
- LinkedIn: linkedin.com/in/kirankumar-s-/
- GitHub: github.com/kumar-kiran-24