5–8+ years of industry experience in machine learning, with specialization in computer vision. Strong expertise with Generative AI techniques (Diffusion models, GANs, Vision Transformers, Multimodal architectures). Hands-on experience with fine-tuning and training large vision or multimodal models using PyTorch, JAX, or TensorFlow. Advanced skills in Python, ML frameworks (PyTorch preferred), and model training toolchains. Proven experience building and shipping production ML/CV systems at scale. Strong understanding of computer vision algorithms, representation learning, training optimization, retrieval/embedding systems, and data curation. Experience working in customer-facing or solution-oriented environments.