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MLflow

144
437
+ 1
9
Pachyderm

20
75
+ 1
5
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Pros of MLflow
Pros of Pachyderm
  • 5
    Code First
  • 4
    Simplified Logging
  • 3
    Containers
  • 1
    Versioning
  • 1
    Can run on GCP or AWS

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What is MLflow?

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

What is Pachyderm?

Pachyderm is an open source MapReduce engine that uses Docker containers for distributed computations.

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What companies use MLflow?
What companies use Pachyderm?
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What tools integrate with MLflow?
What tools integrate with Pachyderm?
What are some alternatives to MLflow and Pachyderm?
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.
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.
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.
DVC
It is an open-source Version Control System for data science and machine learning projects. It is designed to handle large files, data sets, machine learning models, and metrics as well as code.
Seldon
Seldon is an Open Predictive Platform that currently allows recommendations to be generated based on structured historical data. It has a variety of algorithms to produce these recommendations and can report a variety of statistics.
See all alternatives