What is Pipelines?
Kubeflow is a machine learning (ML) toolkit that is dedicated to making deployments of ML workflows on Kubernetes simple, portable, and scalable. Kubeflow pipelines are reusable end-to-end ML workflows built using the Kubeflow Pipelines SDK.
Pipelines is a tool in the Machine Learning Tools category of a tech stack.
Pipelines is an open source tool with 1.3K GitHub stars and 370 GitHub forks. Here’s a link to Pipelines's open source repository on GitHub
Who uses Pipelines?
24 developers on StackShare have stated that they use Pipelines.
Why developers like Pipelines?
Here’s a list of reasons why companies and developers use Pipelines
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Pipelines Alternatives & Comparisons
What are some alternatives to Pipelines?
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AWS Data Pipeline
AWS Data Pipeline is a web service that provides a simple management system for data-driven workflows. Using AWS Data Pipeline, you define a pipeline composed of the “data sources” that contain your data, the “activities” or business logic such as EMR jobs or SQL queries, and the “schedule” on which your business logic executes. For example, you could define a job that, every hour, runs an Amazon Elastic MapReduce (Amazon EMR)–based analysis on that hour’s Amazon Simple Storage Service (Amazon S3) log data, loads the results into a relational database for future lookup, and then automatically sends you a daily summary email.
A fully managed extract, transform, and load (ETL) service that makes it easy for customers to prepare and load their data for analytics.
TensorFlow is an open source software library for numerical computation using data flow graphs. Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) communicated between them. The flexible architecture allows you to deploy computation to one or more CPUs or GPUs in a desktop, server, or mobile device with a single API.
scikit-learn is a Python module for machine learning built on top of SciPy and distributed under the 3-Clause BSD license.
Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on TensorFlow or Theano. https://keras.io/