I am an experienced and results-driven senior AI/ML engineer and data scientist with over 12 years of hands-on experience in building scalable machine learning systems, analytics pipelines, and experimentation frameworks at leading global companies such as LinkedIn, TikTok, and Levi Strauss & Co. My expertise spans developing real-time neural networks, recommendation engines, forecasting models, and causal analysis workflows serving large-scale user bases.
I have a strong background in MLOps practices including CI/CD automation, model monitoring, cloud-native deployment, and GPU-based training infrastructure across AWS, Azure, and GCP. I am proficient with industry-standard tools and frameworks such as TensorFlow, PyTorch, Hugging Face Transformers, XGBoost, Scikit-learn, and MLflow, and specialize in deep learning, NLP, probabilistic modeling, time series forecasting, and explainable AI. I am known for consistently delivering applied machine learning solutions that enhance system reliability, business intelligence, and user-centric product experiences.
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