Here is a list of the best neural network software for Windows. Using this free software, you can build, simulate and study artificial neural networks. This software can be used for simulation of artificial neural networks in various fields such as Health Care, Science and Engineering, Business Intelligence, etc.
On any of the software, you can simulate and study the neural network of Neocognitron specifically. You can learn about various issues like Estimation, Classification, Forecasting, Association, Actor-Criticism, Cortical Circuits, etc. Much of the software that will be reviewed in this article comes with several sample neural network projects. So, beginners can use it to understand neural network and software functionality.
You can build a neural network with neurons or a group of input, hidden and output nodes and then analyze them. You can see the real-time simulation of the generated neural network. For simulation purposes, you can adjust some learning control parameters like learning rate, validation rules, slow learning options, target error stopping, etc. Many of them provide visualization of neural network simulations in bar charts, pie charts, histograms, time series, projection plots, error graphs, etc.
Each of these neural network software provides a different set of tools. So, go ahead Here’s the Best Free Neural Network Learning Software For Windows.
Sharky Neural Network
Sharky Neural Network is a free neural network software to learn the classification of neural networks. When you study a neural network, it will display error values (incorrect classification point), ni (learning speed parameter), age (number of ages), learning speed (K/s), and time statistics on its interface. It displays a dot graph in the middle of the interface and a real-time error graph at the bottom of the screen.
Key features of this Sharky Neural Network:
- You can select a network architecture from several predefined ones and view the details of each structure including absolute/minimum weight/bias, Absolute Arithmetic Mean (AAM) value, and Root Mean Square (RMS).
- It lets you generate learning points by selecting the number and settings (cartesian square, cartesian circle, square radial, circle radial). You can save the generated bullets as bullets or text file.
- You can select shapes to display learning points on the graph like XOR, circle, square, diamond, ring, face, etc. You can also choose what to display on the points graph including points, grid points and answers, points and areas, or grid answers.
- From the Learn tab, you can configure several settings like the order to sort the learning points (fixed, random, swap permutations, etc.), enable/disable premphase errors and verify options, etc.
- To select 2D graphics display options, move to the Draw tab. From here, you can select animation speed and plot errors (Mean Squared Error, Verify Error, Error, ni) for drawing.
- You can study the neural network in different modes including Hard, Normal, and Soft, and you can choose the same number of epochs.
To learn more about it, you can refer to its online help webpage. [Download Sharky Neural Network].
Simbrain
Simbrain is a free portable neural network software for Windows. This software helps you to create and analyze artificial neural network. It comes with a large number of neural network samples that can be directly imported and studied.
To start from scratch, you can build a network by adding new neurons, setting up source neurons, connecting them with all for all or one to one connection, entering networks (Backprop, Competitive Network, Echo State Network, Forward Feed Network, LMS, SRN, etc. .), add neuron groups (SOM, WTA, etc.), etc. It lets you configure network preferences including network time step, synapse visibility threshold, connection settings, etc.
There are various kinds of simulations to simulate the created neural network. This includes simulations of Actor-Critic, Trace Agent, and Cortical Circuit problems. You can visualize network simulations with bar charts, pie charts, histogram diagrams, time series, projection plots, and raster plots. It also lets you run scripts to perform custom simulations. It provides Clutch Manager and Clutch List tools as well.
While the simulation is running, time and iteration statistics are displayed on the main interface. A document viewer (New Document Viewer) is also provided for adding instructions for inclusion in the simulation. [Download Simbrain].
Neural Designer
Neural Designer is a free cross-platform neural network software. It can be used to simulate neural networks in different applications including Health Care, Business Intelligence and Science and Engineering.
To start with a neural network from scratch, you can choose a template to simulate a specific problem, including Estimation, Classification, Forecasting, and Association. You can import data sets by adding data files in formats like TXT, DAT, CSV, XLSX, etc.
Neural Designer divides various tasks into different categories such as Data Sets (collection of report data, calculate data statistics, calculate box plots, calculate target distributions, calculate correlation matrices, etc.), Artificial Neural Networks (report neural networks, calculate parameters parameters, etc.), calculating parameter statistics, calculating parameter histograms, calculating output histograms), Training Strategies (reporting training strategies, conducting training), and Model Selection (selection of report models, calculating input importance, selecting inputs, selecting orders).
For test analysis purposes, you can calculate error, confusion, binary classification test, ROC curve, cumulative gain, lift chart, conversion rate, calibration plot, and misclassification examples. As for the model spread, you can calculate the output, plot the directional output, calculate the Jacobian, and write the mathematical expressions represented by the neural network. You can also export output data as TXT, CSV, XLSX, etc. files, export scripts in R or python files with model expressions, and export models as PMML files.
The good part of this software is that the interface is very clean and intuitive. Separate sections named Task Manager, Output, Neural Editor, Neural Viewer, Bas Status, etc. provided for easy utilization and navigation. It also describes each task in Neural Viewer with output. So, it will be easier to understand the function of this neural network software.
In my opinion, it is the best neural network software on this list.
[Download Neural Designer].
Notes: To use this software, you have to create a free account on its website first.
Those are the 3 Best Free Neural Networking Software For Windows. Of the three software above, Neural Designer is the best software from this list because it can be used for various applications such as Bank Marketing Campaign, Credit Risk Management, Breast Cancer Diagnosis, Activity Recognition, Nanoparticle Adhesive Strength, Banknote Authentication etc.
