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Senior Machine Learning Engineer
Senior machine learning engineer at Pinterest who built an end-to-end board recommendation pipeline.
United StatesSenior Machine Learning Engineer at Pinterest
Built end-to-end board recommendation pipeline including graph embedding retrieval, ANN candidate generation, multi-task PyTorch ranker, and serving. Integrated lifelong user history with real-time session streams and ran A/B experiments to improve recommendation quality.
PyTorchFaissPinSage GNNSparkKafkaApache FlinkStatsigTransformersGNNFeature StoresA B TestingRecommendation Systems
Owned Cash App search ranking and ML inference platform serving the entire ML org. Trained XGBoost and Transformer re-rankers for payee search and architected unified deployment for multiple model families.
XGBoostTransformersDockerKubernetesAWS SagemakerMetaflowMLFlowgRPCSnowflakeDBTDatadogStatsigFeature Stores
Improved Home Timeline heavy ranker features using SimClusters, GraphJet, and engagement history. Rebuilt training pipelines and automated model refresh, cutting model staleness from ~7 days to ~1 day.
SimClustersGraphJetKafkaHiveCortexStarlarkA B TestingRankingFeature Engineering
Built query processing, job indexing, ML ranking integration, and gRPC response serving for Cloud Talent Solution. Owned title, seniority, and industry normalization pipeline and shipped API to production across 3,000+ job properties.
NLPLearning To RankBigQuerygRPCProtocol BuffersSearchClassification
Operated across ML ranking for Job Search and Job Recommendations, and backend platform for Galene search-as-a-service. Trained GBDT and GLMix personalization models on professional graph features and extended Galene with vertical-specific ranking APIs.
GBDTGLMixHadoopHiveAzkabanEspressoApache PinotVeniceGaleneSearchRecommendation Systems
Bachelor of Science in Electrical Engineering and Computer Science from the University of California, Berkeley.
Master of Science in Computer Science from the University of Illinois Urbana-Champaign.
Profile sourced from Himalayas.