Work

Production ML engineering across generative AI, image-processing systems, model adaptation, and scalable inference.

• Fine-tuned and quantized diffusion models using LoRA for image editing and unblurring pipelines.
• Integrated VLM/LLM systems for automated image description, prompt refinement, and image-processing workflows.
• Deployed scalable FastAPI-based inference services for production ML applications.
• Built model optimization pipelines involving LoRA, quantization, and production-oriented serving constraints.

PyTorch · Diffusers · Transformers · LoRA · FastAPI · vLLM · Docker