I am a Machine Learning Engineer at LinkedIn, previously at Walmart, with hands-on experience building end-to-end, production-grade ML systems. My work includes predictive modeling, designing semi-automated ML forecasting frameworks, building real-time inference APIs, and developing multi-layered NLP architectures. I have also worked on knowledge graph–driven agents to enable intelligent reasoning and decision-making. I regularly help and mentor engineers/data scientists prepare for ML interviews, strengthen their system design and ML fundamentals, and build impactful real-world projects, along with resume and interview guidance.