Applied Machine Learning Engineer with 11+ years experience
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Applied Machine Learning Engineer with 11+ years experience in backend engineering and machine learning. I have experience in solving for end to end machine learning problems, robust data collection & cleaning, distributed training on GPU clusters, building custom model & training recipes on domain specific problems, model calibration, scalable and low latency inference pipelines in C++ / python (GRPC, k8), monitoring and hard negative mining, Model specific inference optimizations (Quantization, Pruning, Torch Dynamo etc) and have worked on various domain problems like: Search & Ranking, Cold start recommendations, Constraint based optimization, Speech (Speech to text, text to speech), Vision (Segmentation, Classification, OCR), NLP (Doc QA, Classification, Entity Recognition) etc