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Kubeflow
Kubeflow

20
30
+ 1
0
MLflow
MLflow

12
23
+ 1
0
numericaal
numericaal

0
5
+ 1
0
No Stats
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What is Kubeflow?

The Kubeflow project is dedicated to making Machine Learning on Kubernetes easy, portable and scalable by providing a straightforward way for spinning up best of breed OSS solutions.

What is MLflow?

MLflow is an open source platform for managing the end-to-end machine learning lifecycle.

What is numericaal?

numericaal automates model optimization and management so you can focus on data and training.
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                  What are some alternatives to Kubeflow, MLflow, and numericaal?
                  TensorFlow
                  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.
                  Apache Spark
                  Spark is a fast and general processing engine compatible with Hadoop data. It can run in Hadoop clusters through YARN or Spark's standalone mode, and it can process data in HDFS, HBase, Cassandra, Hive, and any Hadoop InputFormat. It is designed to perform both batch processing (similar to MapReduce) and new workloads like streaming, interactive queries, and machine learning.
                  Airflow
                  Use Airflow to author workflows as directed acyclic graphs (DAGs) of tasks. The Airflow scheduler executes your tasks on an array of workers while following the specified dependencies. Rich command lines utilities makes performing complex surgeries on DAGs a snap. The rich user interface makes it easy to visualize pipelines running in production, monitor progress and troubleshoot issues when needed.
                  scikit-learn
                  scikit-learn is a Python module for machine learning built on top of SciPy and distributed under the 3-Clause BSD license.
                  Keras
                  Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on TensorFlow or Theano. https://keras.io/
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