Strong programming skills in Python and experience with modern ML frameworks (PyTorch, Hugging Face, OpenCLIP, OpenCV).
Deep knowledge of transformer architectures, LLMs, and multimodal models (vision + language).
Experience fine-tuning open-source and integrating closed-source models.
Hands-on expertise in contrastive learning, cross-modal retrieval, multimodal fusion, and structured generative modeling.
Proven experience in image processing and computer vision techniques.
Familiarity with RLHF, multi-agent architectures, and goal-conditioned policies for intelligent agents.
