Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Description

MLlib, the machine learning library of Apache Spark, is designed to be highly scalable and integrates effortlessly with Spark's various APIs, accommodating programming languages such as Java, Scala, Python, and R. It provides an extensive range of algorithms and utilities, which encompass classification, regression, clustering, collaborative filtering, and the capabilities to build machine learning pipelines. By harnessing Spark's iterative computation features, MLlib achieves performance improvements that can be as much as 100 times faster than conventional MapReduce methods. Furthermore, it is built to function in a variety of environments, whether on Hadoop, Apache Mesos, Kubernetes, standalone clusters, or within cloud infrastructures, while also being able to access multiple data sources, including HDFS, HBase, and local files. This versatility not only enhances its usability but also establishes MLlib as a powerful tool for executing scalable and efficient machine learning operations in the Apache Spark framework. The combination of speed, flexibility, and a rich set of features renders MLlib an essential resource for data scientists and engineers alike.

Description

MaxCompute, formerly referred to as ODPS, is a comprehensive, fully managed platform designed for multi-tenant data processing, catering to large-scale data warehousing needs. This platform offers a variety of data import solutions and supports distributed computing models, empowering users to efficiently analyze vast datasets while minimizing production expenses and safeguarding data integrity. It accommodates exabyte-level data storage and computation, along with support for SQL, MapReduce, and Graph computational frameworks, as well as Message Passing Interface (MPI) iterative algorithms. MaxCompute delivers superior computing and storage capabilities compared to traditional enterprise private clouds, achieving a cost reduction of 20% to 30%. With over seven years of reliable offline analysis services, it also features robust multi-level sandbox protection and monitoring systems. Additionally, MaxCompute utilizes tunnels for data transmission, which are designed to be scalable, facilitating the daily import and export of petabyte-level data. Users can transfer either all data or historical records through multiple tunnels, ensuring flexibility and efficiency in data management. In this way, MaxCompute seamlessly integrates powerful data processing capabilities with cost-effective solutions for businesses.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

Alibaba Cloud Data Integration
Alibaba Cloud IoT Platform
Alibaba Cloud Tracing Analysis
Amazon EC2
Apache Cassandra
Apache HBase
Apache Mesos
Apache Spark
DataHub
DataWorks
E-MapReduce
Hadoop
Hologres
Java
Jenkins
MySQL
Python
Quick BI
R
Scala

Integrations

Alibaba Cloud Data Integration
Alibaba Cloud IoT Platform
Alibaba Cloud Tracing Analysis
Amazon EC2
Apache Cassandra
Apache HBase
Apache Mesos
Apache Spark
DataHub
DataWorks
E-MapReduce
Hadoop
Hologres
Java
Jenkins
MySQL
Python
Quick BI
R
Scala

Pricing Details

No price information available.
Free Trial
Free Version

Pricing Details

No price information available.
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

Apache Software Foundation

Founded

1995

Country

United States

Website

spark.apache.org/mllib/

Vendor Details

Company Name

Alibaba Cloud

Founded

2008

Country

China

Website

www.alibabacloud.com/product/maxcompute

Product Features

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

Product Features

Data Warehouse

Ad hoc Query
Analytics
Data Integration
Data Migration
Data Quality Control
ETL - Extract / Transfer / Load
In-Memory Processing
Match & Merge

Alternatives

Alternatives

Alibaba Cloud DataHub Reviews

Alibaba Cloud DataHub

Alibaba Cloud
Apache Spark Reviews

Apache Spark

Apache Software Foundation
DataWorks Reviews

DataWorks

Alibaba Cloud
Amazon EMR Reviews

Amazon EMR

Amazon
Quick BI Reviews

Quick BI

Alibaba Cloud
Apache Mahout Reviews

Apache Mahout

Apache Software Foundation