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  1. Stackups
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  3. Development & Training Tools
  4. Machine Learning Tools
  5. Mage.ai vs PredictionIO

Mage.ai vs PredictionIO

OverviewComparisonAlternatives

Overview

PredictionIO
PredictionIO
Stacks67
Followers110
Votes8
Mage.ai
Mage.ai
Stacks5
Followers11
Votes0
GitHub Stars8.5K
Forks888

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Detailed Comparison

PredictionIO
PredictionIO
Mage.ai
Mage.ai

PredictionIO is an open source machine learning server for software developers to create predictive features, such as personalization, recommendation and content discovery.

Give your data team magical powers Integrate and synchronize data from 3rd party sources Build real-time and batch pipelines to transform data using Python, SQL, and R Run, monitor, and orchestrate thousands of pipelines without losing sl

Integrated with state-of-the-art machine learning algorithms. Fine-tune, evaluate and implement them scientifically.;Customize the modularized open codebase to fulfill any unique prediction requirement.;Built on top of scalable frameworks such as Hadoop and Cascading. Ready to handle data of any scale.;Build powerful features in minutes, not months. Streamline the data engineering process.
Orchestration; Notebook; Data integrations; Streaming; DBT
Statistics
GitHub Stars
-
GitHub Stars
8.5K
GitHub Forks
-
GitHub Forks
888
Stacks
67
Stacks
5
Followers
110
Followers
11
Votes
8
Votes
0
Pros & Cons
Pros
  • 8
    Predict Future
No community feedback yet
Integrations
No integrations available
PySpark
PySpark
dbt
dbt
Airflow
Airflow
Python
Python

What are some alternatives to PredictionIO, Mage.ai?

TensorFlow

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.

scikit-learn

scikit-learn

scikit-learn is a Python module for machine learning built on top of SciPy and distributed under the 3-Clause BSD license.

PyTorch

PyTorch

PyTorch is not a Python binding into a monolothic C++ framework. It is built to be deeply integrated into Python. You can use it naturally like you would use numpy / scipy / scikit-learn etc.

Keras

Keras

Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on TensorFlow or Theano. https://keras.io/

Kubeflow

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.

TensorFlow.js

TensorFlow.js

Use flexible and intuitive APIs to build and train models from scratch using the low-level JavaScript linear algebra library or the high-level layers API

Polyaxon

Polyaxon

An enterprise-grade open source platform for building, training, and monitoring large scale deep learning applications.

Streamlit

Streamlit

It is the app framework specifically for Machine Learning and Data Science teams. You can rapidly build the tools you need. Build apps in a dozen lines of Python with a simple API.

MLflow

MLflow

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

H2O

H2O

H2O.ai is the maker behind H2O, the leading open source machine learning platform for smarter applications and data products. H2O operationalizes data science by developing and deploying algorithms and models for R, Python and the Sparkling Water API for Spark.

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