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INNOVATION TECHNOLOGYMEETUP @ BEEVA
Deploy Spark and Tensorflow Models: From Notebook Dev to Microservice Prod
Madrid - November 16, 2016
Thank You, BEEVA!http://pipeline.io http://beeva.com
WHO AM I?
Chris Fregly--------
Research Scientist @ PipelineIO(Formerly Netflix and Databricks)
--------http://pipeline.io
WHAT IS PIPELINE.IO?
Extending Your ML Pipelines into Production
100% Open Source!
http://pipeline.io
BRAINSTORMING AND VALIDATING
• Major Gaming Company
• Large Ride Sharing Service
• Popular Q & A Site
• Online Clothing Retailer
• Dominant Video Streaming
PIPELINE.IO FOCUS
• Model Deploying and Testing
• Model Scaling and Serving
• Online Model Training
• Dynamic Model Optimizing
ONLINE MODEL TRAINING
• Continuous, Incremental, and Partial Training
• Kafka + Spark Streaming + Spark ML
• Real-time, Dynamic Recommendations
WE’RE HIRING!!
• Kafka, Spark ML, and TensorFlow Contributors
• Systems Engineers
• GPU/CUDA Engineers
• C++, Java, Scala, Python
WE ONLY HIRENICE PEOPLE!!
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