Nitish Kumar Gundapu

About Nitish Kumar Gundapu

Research Scientist - II at Honeywell | M.Tech in AI (IIT Hyderabad) I am an AI…

Experience

1. Research Scientist Ii

   Honeywell Technologies

   Jul 2024 — Present · Bengaluru, IN

   Developed and fine-tuned deep learning models, including U-Net, Resnet, and transformer-based architectures like Segment Anything Model (SAM),(Vision transformer) VIT on Honeywell’s internal machine data using multi-GPU training and parameter-efficient fine-tuning (PEFT) techniques such as LoRA and Adapter Tuning- Designed and implemented an agent-based Retrieval-Augmented Generation (RAG) system for a chat application, enabling insightful responses on Honeywell’s internal data using GPT-4, Ollama- Trained and fine-tuned YOLO for object detection, leveraging zero-shot multimodal detection with CLIP and OWL to enhance model adaptability and performance- Developed and implemented unsupervised anomaly detection and classification models for image data using Honeywell’s internal data- Fine-tuned Stable Diffusion and latent diffusion models using LoRA(PEFT) for text-to-image generation tasks- Built GAN-based models (Conditional GANs, StyleGANs) and VAEs for synthetic image generation-