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Randall Hunt

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POC to PROD: Hard Lessons from 200+ Enterprise GenAI DeploymentsAI Engineer World's Fair 20252025-06-03
Practices from 200+ deployments show concrete tradeoffs: prompt engineering often outperforms fine-tuning now; embeddings alone do not make a faceted query…
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From NumPy to PyTorch, A Story of API CompatibilityPyCon US 20212021-05-14
PyTorch claims practical NumPy compatibility by implementing hundreds of NumPy operators plus hardware-accelerator and autograd support, but not all thousand…
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Deep Dive into Deep Learning with MXNetDevoxx Belgium 20172017-11-06
Hands-on demo of training and running models with Apache MXNet and the Deep Learning AMI on AWS, including launching GPU instances and an SSH tunnel; a…
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Build, Deploy, Debug and Tune Serverless MicroservicesDevoxx Belgium 20172017-11-06
Builds a working serverless microservice: a Foursquare checkin Lambda behind API Gateway that feeds a DynamoDB table and is fronted by another Lambda into an…
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