PSPuneet Sharma
@puneetsharma98
Machine Learning engineer building production-ready generative AI and computer vision systems.
IndiaWhat I'm looking for
I am a Machine Learning Engineer with over 5 years of experience translating cutting-edge research into production-ready AI products.
I design and deploy end-to-end ML pipelines across generative AI, computer vision, and MLOps, delivering solutions like background removal and virtual try-on systems that reduced costs and improved quality metrics.
My work spans model development, training at scale, and automated deployment—using frameworks such as PyTorch, TensorRT, HF-Transformers, and LangChain—while applying domain-specific losses and optimizers to boost real-world performance.
I strive to build reliable, efficient AI services that solve customer problems, validated by measurable outcomes like reduced claims, higher approval rates, and improved team efficiency.
Experience
Work history, roles, and key accomplishments
Sr. AI/ML Engineer
Jiffy
Oct 2024 - Present (1 year 1 month)
Delivered an in-house background removal service reducing BG-related claims by 27.6% and achieved ~91% print-ready approval on a 2k-image benchmark; automated model packaging and CI/CD deployment. Designed two-stage alpha+patch pipeline and introduced losses and normalization changes to improve edge fidelity and robustness.
Sr. AI Engineer
Rifflix
Feb 2024 - Oct 2024 (8 months)
Engineered an AI-powered 2D spritesheet generator for Unity combining SDXL and ControlNet with custom open-pose sprites to automate character creation and animation, deployed serverlessly on Modal. Integrated LoRA and IP-adapter workflows for style and reference customization.
CV/DL Engineer
Flixstock
Jul 2020 - Feb 2024 (3 years 7 months)
Built SDXL-based virtual try-on and human-generation pipelines for B2B/B2C use, trained ControlNet on 600k web-scraped examples, and developed segmentation and recoloring modules to enable realistic garment-conditioned imagery and color transfer. Optimized inference with Torch-TensorRT.
Education
Degrees, certifications, and relevant coursework
Mahavir Swami Institute of Technology
Bachelor of Technology, Computer Science
2016 - 2020
Completed a Bachelor of Technology in Computer Science, focusing on core CS subjects and practical machine learning and computer vision projects.
Availability
Location
IndiaAuthorized to work in
Job categories
Skills
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