Summary
Vinícius Ramos is an AI/ML manager and multidisciplinary data leader with 11 years of experience building production-ready ML and analytics products from São Paulo. He leads Data Science and Engineering teams at Collage Group (via Velozient), owning MLOps, LLMOps, model evaluation standards and the translation between research, product and engineering. He designed a lookalike AutoML framework and similarity-search solutions that powered thousands of production audiences and generated a new revenue vertical, and has built complex RAG, fine-tuning and agentic workflows using Snowflake Cortex, Hugging Face and LiteLLM. Comfortable across SQL, Python, CI/CD and API deployments, he also mentors data professionals and taught Decision Intelligence in an MBA program, reflecting a strong blend of hands-on execution and people leadership. A former political-science researcher with exchange training in statistics and a current MS in Computer Science candidate, he pairs quantitative rigor with practical product impact.
11 years of coding experience