Kochiganti S P L Harsha Kasyap — Software Engineer

Experienced Software Engineer at Samsung Research Institute Bangalore with 3+ years of experience in AI-driven application development, optimization, and deployment. Developed a Natural Language Semantic Search using a bi-encoder and cross-encoder models supporting 10+ languages Trained a Generative Image to Text decoder model to generate short titles for a given image using 20k+ images, a caption pair dataset Led the development of a Generative AI-based anomaly detection system for Smart Home IoT events, achieving over 90% accuracy using LLMs (LLAMA 2), Isolation Forest, and Quantized LoRA techniques. Built and optimized an AI-powered RAG chatbot that queries and summarizes video data using Mistral LLM and Chroma Vector DB, reducing vector processing time by 80%. Expert in AI model optimization: Reduced model sizes by up to 75% using dynamic quantization, graph optimization, and convolution layer tuning, improving performance on edge devices. Successfully integrated an on-device vector database in an Android app to enable efficient RAG operations with reduced memory usage and 22% lower latency. Strong foundation in deep learning, NLP, and computer vision with hands-on experience in PyTorch, LangChain, and deploying models with resource constraints. Holder of 2 AI-related patents in the domain of Smart Home and Virtual Environment adaptation using user behavior modeling.

Stackforce AI infers this person is a skilled AI Engineer specializing in NLP and Generative AI for Smart Home applications.

Experience: 4 yrs 5 mos