FlinkML
FlinkML is an advanced machine learning library designed for the Flink ecosystem, offering a range of scalable algorithms and an intuitive API. It emphasizes minimizing glue code in end-to-end ML systems while leveraging a scikit-learn inspired pipelining mechanism, enabling data scientists to construct complex analysis pipelines with ease.
Top FlinkML Alternatives
Amazon CodeGuru
Amazon CodeGuru is an advanced machine learning tool that enhances software development by automating code reviews and identifying vulnerabilities.
Apache SystemML
An open-source ML system, Apache SystemML streamlines the entire data science lifecycle, encompassing data integration, cleaning, feature engineering, and efficient model training.
Simple Bayes
This Naive Bayes implementation in Elixir offers a robust tool for probabilistic classification, ideal for tasks such as text categorization and medical diagnosis.
Apache SAMOA
Apache SAMOA offers a suite of distributed streaming algorithms tailored for essential data mining and machine learning tasks, including classification, clustering, and regression.
Classifier
The Classifier module enables efficient Bayesian and Latent Semantic Indexing (LSI) classifications for robust data analysis.
IBM Machine Learning for z/OS
IBM Machine Learning for z/OS helps organizations uncover valuable insights from their data, fostering efficiency and informed decision-making.
MLBase.jl
Rather than implementing specific algorithms, it equips users with essential tools and resources, enabling efficient...
ibm powerai
Leveraging GPU technology for enhanced performance, it provides user-friendly tools that enable individuals with limited...
JRuby Mahout
This gem simplifies the process for Ruby developers, eliminating the need for complex Java interface...
Stanford Classifier
It excels with text data while also accommodating numeric variables, providing a probability distribution for...
Ganitha
It integrates Mahout vectors for seamless usability, offering implementations of Naive-Bayes classifiers and K-Means clustering...
Comportex
Based on the Numenta CLA white paper, this library emphasizes user-driven exploration of HTM...
The Libra Toolkit
With an emphasis on structure learning for efficient exact inference, each command-line program is user-friendly...
shaman
Users can choose between the Normal Equation and Gradient Descent for model training, with customizable...
Top FlinkML Features
- Scalable ML algorithms
- Intuitive API
- Minimal glue code
- Scikit-learn inspired design
- Easy pipeline construction
- Chaining Transformers
- Chaining Predictors
- Comprehensive quickstart guide
- Active community contributions
- Detailed roadmap and vision
- Cluster execution support
- Flexible model training
- Multiple linear regression support
- Customizable analysis tasks
- Built-in data preprocessing tools
- User-friendly documentation
- Extensible architecture
- Integration with Flink ecosystem
- Support for diverse algorithms
- Future-proof development approach
Top FlinkML Alternatives
- Amazon CodeGuru
- Apache SystemML
- Simple Bayes
- Apache SAMOA
- Classifier
- IBM Machine Learning for z/OS
- MLBase.jl
- ibm powerai
- JRuby Mahout
- Stanford Classifier
- Ganitha
- OpenAI Gym
- Comportex
- The Libra Toolkit
- shaman
