Discover and read the best of Twitter Threads about #kubeflow
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1: To connect every school & to mitigate the educational resources, first we need to find every school. Using AI and satellite imagery we helped @UNICEFinnovate @Gigaconnect and @ProCoWorld put find 23,100 unmapped schools in eight countries across Asia, Africa, and South America
2: A few highlights throughout the projects 1) we’ve been using supertile to train #machinelearning that achieve higher model performance. Training model with #Kubernetes engines and #Kubeflow allowed us to run model training and experiments faster 
3: 2) Our open-sourced tool, ML-Enabler allows us to run #AI model inference in eight countries within a week. This is an efficient way to scan through millions of tiles and look for given school features.
#TransmogrifAI #Scala #DSL over #ApacheSpark with rich functionality for #featureEngineering & #featureEvaluation and expressive typelevel / #functionalProgramming & design abstractions
docs.transmogrif.ai/en/stable/deve…
#MachineLearningEngineering
#WorkflowManagement #StateManagement
docs.transmogrif.ai/en/stable/deve…
#MachineLearningEngineering
#WorkflowManagement #StateManagement
Hypothesis: #TransmogrifAI with #workflowManagement done on #Cloudflow (#MLOps over #Kubernetes) could be functionally superior to "#Kubeflow Pipelines" because would allow more complex orchestrations, beyond Spark only, through #Akka
@tovbinm thoughts?↕️
@tovbinm thoughts?↕️
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