BigML vs. MLlib Comparison


BigML	MLlib Apache Software Foundation	+	+
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About Machine Learning made beautifully simple for everyone. Take your business to the next level with the leading Machine Learning platform. Start making data-driven decisions today! No more wildly expensive or cumbersome solutions. Machine Learning that simply works. BigML provides a selection of robustly-engineered Machine Learning algorithms proven to solve real world problems by applying a single, standardized framework across your company. Avoid dependencies on many disparate libraries that increase complexity, maintenance costs, and technical debt in your projects. BigML facilitates unlimited predictive applications across industries including aerospace, automotive, energy, entertainment, financial services, food, healthcare, IoT, pharmaceutical, transportation, telecommunications, and more. Supervised Learning: classification and regression (trees, ensembles, linear regressions, logistic regressions, deepnets), and time series forecasting.	About Apache Spark's MLlib is a scalable machine learning library that integrates seamlessly with Spark's APIs, supporting Java, Scala, Python, and R. It offers a comprehensive suite of algorithms and utilities, including classification, regression, clustering, collaborative filtering, and tools for constructing machine learning pipelines. MLlib's high-quality algorithms leverage Spark's iterative computation capabilities, delivering performance up to 100 times faster than traditional MapReduce implementations. It is designed to operate across diverse environments, running on Hadoop, Apache Mesos, Kubernetes, standalone clusters, or in the cloud, and accessing various data sources such as HDFS, HBase, and local files. This flexibility makes MLlib a robust solution for scalable and efficient machine learning tasks within the Apache Spark ecosystem.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Businesses looking for a Machine Learning platform solution for their operational needs	Audience Data scientists and engineers wanting a machine learning solution for efficient data processing and analysis within the Apache Spark framework
Support Phone Support Not Supported 24/7 Live Support Supported Online Supported	Support Phone Support Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $30 per user per month Free Version Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Supported Live Online Not Supported In Person Supported
Company Information BigML Founded: 2011 United States bigml.com	Company Information Apache Software Foundation Founded: 1995 United States spark.apache.org/mllib/
Alternatives Neuton AutoML Neuton.AI	Alternatives Apache Spark Apache Software Foundation
Alibaba Cloud Machine Learning Platform for AI Alibaba Cloud	Apache PredictionIO Apache
ML.NET Microsoft	Apache Mahout Apache Software Foundation
MLlib Apache Software Foundation	Amazon EMR Amazon
Oracle Machine Learning Oracle View All	PySpark View All
Categories Artificial Intelligence (AI) APIs Supported Machine Learning Supported	Categories Machine Learning Supported
Machine Learning Features Deep Learning Not Supported ML Algorithm Library Not Supported Model Training Not Supported Natural Language Processing (NLP) Not Supported Predictive Modeling Supported Statistical / Mathematical Tools Not Supported Templates Supported Visualization Not Supported
Integrations Amazon EC2 Not Supported Apache Cassandra Not Supported Apache HBase Not Supported Apache Hive Not Supported Apache Mesos Not Supported Apache Spark Not Supported Hadoop Not Supported Incredible Supported Java Not Supported Kubernetes Not Supported MapReduce Not Supported Python Not Supported R Not Supported Scala Not Supported Stackreaction Supported Unremot Supported Wufoo Supported Zapier Supported Show More Integrations View All 5 Integrations	Integrations Amazon EC2 Supported Apache Cassandra Supported Apache HBase Supported Apache Hive Supported Apache Mesos Supported Apache Spark Supported Hadoop Supported Incredible Not Supported Java Supported Kubernetes Supported MapReduce Supported Python Supported R Supported Scala Supported Stackreaction Not Supported Unremot Not Supported Wufoo Not Supported Zapier Not Supported Show More Integrations View All 13 Integrations
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