Nick Pentreath

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I am a principal engineer at IBM working primarily on machine learning on Apache Spark. I am an Apache Spark committer and PMC member and author of Machine Learning with Spark. Previously, I cofounded Graphflow, a machine learning startup focused on recommendations. I've also worked at Goldman Sachs, Cognitive Match, and Mxit. I am passionate about combining commercial focus with machine learning and cutting-edge technology to build intelligent systems that learn from data to add business value.

deep learning machine learning open source model deployment data science artificial intelligence kubernetes apache spark kubeflow ibm codait elyra jupyter quantization model pipelines open standards open neural network exchange onnx bias detection models model export portable format for analytics pfa recommender systems rnn

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Nick Pentreath

Notebook-based AI Pipelines with Elyra and Kubeflow

Scaling up deep learning by scaling down

End-to-End Deep Learning Deployment with ONNX

Open, Secure & Transparent AI Pipelines

AI and Spark - IBM Community AI Day

IBM Developer Model Asset eXchange

IBM Developer Model Asset eXchange - Deep Learning for Everyone

Search and Recommendations: 3 Sides of the Same Coin

Deep Learning for Recommender Systems

Productionizing Spark ML Pipelines with the Portable Format for Analytics

RNNs for Recommendations and Personalization