Types of tools offered by Machine Learning
What is Machine Learning?
Machine learning is a type of Artificial Intelligence (AI) allowing software applications to learn from data that helps in becoming more accurate in predicting the outcomes without the involvement of humans. Machine learning is a concept that learns from past experiences & examples and all this is done with the help of different tools. There are three types of machine learning; Supervised Learning, Unsupervised Learning and Reinforcement Learning.
What are the different tools of Machine Learning?
Machine learning comprised of various tools and in this article, we’ll briefly discuss some of the tools.
1. SCIKIT LEARN
- SciKit learn is exactly not a tool but a library. It is a free software machine learning library that is used for Python programming language which is a simple and efficient tool for data analysis & data mining built on NumPy, SciPy, and Matplotlib.
- SciKit provides a wide range of supervised and unsupervised algorithms of learning in python language like classification, regression, clustering, reduction and much more.
2. KNIME
- Knime stands for Konstanz Information Miner. Knime is a free and an open-source data analytics, reporting, and integration platform.
- Knime is built for powerful analytics which is based on a GUI workflow.
3. TENSOR FLOW
- TensorFlow is one of the best machine learning libraries created by Google which is an open-source file for numerical computation and large scale machine learning. In Artificial Intelligence (AI) TensorFlow emerges as a winner most of the time.
- TensorFlow provides accessible and readable syntax which is essential for making the programming resources easier.
4. WEKA
- Weka is an open-source Java software that has a collection of machine learning algorithms for performing data mining and data analysis tasks.
- Weka is the most powerful machine learning tool that understands & visualizes the algorithms of machine learning on a local machine.
- Weka has two types of interfaces; graphical interface and command-line interface.
5. PYTORCH
- Pytorch is the biggest rivalry of TensorFlow. Pytorch is a library based on python which is built for providing flexibility as a deep learning deployment platform. Pytorch is actively used by Facebook.
6. RAPID MINER
- Rapid Miner is a data science platform for teams that unites data preparations, machine learning, and predictive model deployment.
- Rapid miner has a powerful and robust graphical user interface.
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