Deployment

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What is Deployment?

Deployment is the mechanism through which applications, modules, updates, and patches are delivered from developers to users. The methods used by developers to build, test and deploy new code will impact how fast a product can respond to changes in customer preferences or requirements and the quality of each change.

Software deployment is all of the activities that make a software system available for use. The general deployment process consists of several interrelated activities with possible transitions between them.

Kafka

Machine Learning and the Apache Kafka Ecosystem are a combination for training and deploying scalable analytical models, the deployment of an analytic model in a Kafka application for real-time predictions.

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Elastic Search

Elasticsearch allows you to search for transactions for user in real time across huge volumes of data, or use aggregations and visualisations to show the top ten selling products or trends in transactions over time.

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Sage Maker

Amazon SageMaker helps data scientists and developers to prepare, build, train, and deploy high-quality machine learning (ML) models quickly by bringing together a broad set of capabilities purpose-built for ML.

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Amazon Machine

Learning Studio

Amazon ML is a robust, cloud-based service that makes it easy for developers of all skill levels to use machine learning technology. Amazon ML provides visualization tools and wizards that guide you through the process of creating ML models without having to learn complex ML algorithms and technology

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Azure Machine

Learning Studio

Azure Machine Learning can be used for any kind of machine learning, from classical ml to deep learning, supervised, and unsupervised learning. You can build, train, and track machine learning and deep-learning models in an Azure Machine Learning Workspace.

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