Machine Learning is not everyone’s cup of tea. It is hard and one requires lots of practice and knowledge to get familiar with machine learning and its algorithms. In this article, I will cover a free tool which you can use to visualize machine learning algorithms for better understanding.
MLDeoms is an open-source software to visualize machine learning algorithms and data. With this software, you can study and understand algorithms function and effect of their parameters in problems of clustering, regression, classification, dimensionality reduction, reward maximization, and dynamical systems. Here, I will cover the main highlights and features of this software. You can read more about this software here.
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Visualize Machine Algorithms To Understand Functions & Parameters
Visualizing machine learning data is easy with MLDemos. To do that, you can generate data with any of the following three ways:
- Manually Draw Samples
- Project Image Data through PCA
- Load External Data
Here are the lists of different toolsets you get in this machine learning visualization software:
Drawing Tools:
- Brush
- Airbrush
- 3D Airbrush
- Sample Labels
- Eraser
- Trajectories
- Obstacles
- Line
- Ellipse
Editing Tools:
- Closet Sample Drager
- Multiple Sample Drager
- Drag all classes
- Resize samples along the vertical dimension
- Add Dimension
- Remove Dimension
Implementation Methods:
After adding/editing the data, you can use the following implementation methods to visualize the data:
- Classification
- Regression
- Dynamic Systems
- Clustering
- Projections
- Reward Maximization
Each of these methods has various algorithms with specific options to organize and visualize the data.
Display Options:
When you visualize a machine learning algorithm in this software, you get following display options:
- Clear all data and learned models
- Clear data but remain learned models
- Fit Viewport to data
- Display data samples
- Display learned output (class and cluster response)
- Display model information
- Display boundaries/confidence map
- Show Grid
- Show Class Legend
- Copy Screenshot
- Save Screenshot to disk
- Display Statics and Information about the algorithm and more
With all these features and tools, you can easily visualize machine learning algorithms in this software and understand their functions and parameters.
Download this machine learning algorithm visualizer software from here.
Closing Words:
MLDemos is free software to visualize machine learning algorithms and data. This software comes handy to understand the functions and parameters of an algorithm using different implementation methods. Give this a try and let us know what you think in the comments.
