Setting up various machine-learning data-collection, monitoring, training and scoring pipelines using various existing infrastructure from Amazon Web Services and Azure. This includes Kinesis Firehose, Dockerized rest services, Elasticsearch, Cloud Business Intelligence, and Azure ML. Our existing products also exploit this technology layer to enable rapid ML improvements to your customized stack based on our ML products.