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                                        NeuroFusion

                                        NeuroFusion

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                                        Neural network C++ and C# library

                                        Alyuda NeuroFusion is a general-purpose neural network library that can be used to create, train and apply constructive neural networks for solving both regression and classification problems.

                                        Programming neural networks now easy

                                        The NeuroFusion neural library is available in two editions: classic neural library for VB, Delphi and C++ neural networks programming and .Net library for C# neural programming. With NeuroFusion you don't need to learn neural net theory, the library can automatically define the best neural network architecture and training parameters for your dataset.

                                        Enhance your software

                                        Artificial Intelligence provides the key neural library functionality that enhances customer satisfaction, increases forecasting and data analysis accuracy as well as enabling your software to outpace the competition and distinguishes it from other similar products

                                        Save development time

                                        All theoretical information is hidden inside the neural network library. You do not have to do any tweaking using different training parameters or experiment with different neural network architectures, activation functions, stopping conditions, and so on. Your neural programming time is reduced significantly due to the fact that you will interface with an easy API with a minimum set of neural network library functions.
                                        • State-of-the art artificial neural networks
                                        • Proven algorithms automatically train a network for you
                                        • Extremely easy interface: you can run your first project within minutes
                                        • Almost no AI knowledge required: no need to tweak with parameters
                                        • Dataset size and network size are limited only by available memory
                                        • Automatic network adjustment for regression or classification problems
                                        • Rigorously tested on many real-world problems

                                        Smart vs Pro

                                        NeuroFusion Smart was designed to minimize the amount of work and customizations required to train and use the network. You do not need to search for the best network architecture and experiment with different algorithms and parameters.
                                        NeuroFusion Pro was designed for advanced network models and research projects, when you need to have a full control over the network´s construction and training. All parameters are customizable. You can use default values for initial training or write your own code for advanced stopping conditions and online validation.

                                        When you select NeuroFusion for your development needs you get the following benefits:

                                        1. Reduce development time by several times for your neural network-related part of project
                                          No need to master neural networks theory, no need to implement and debug neural network engine.
                                        2. Employ proven, powerful, and efficient neural networks
                                          You software will be improved with the same neural networks that are used in professional tools designed at Alyuda for neural network experts.
                                        3. No royalties!
                                        4. Neural network programs that are compiled with NeuroFusion can be distributed within your company if you purchased Real-Time License or globally if you purchased Integration License.
                                        5. Improve your company
                                        6. You can easily improve business intelligence and technological advance in your organization integrating neural networks in decision support systems, process control applications and more.
                                        7. Get free technical support
                                        8. All our clients are entitled to get a free technical support and free upgrades until the next major release.

                                        NeuroFusion Smart vs NeuroFusion Pro

                                          NeuroFusion Smart NeuroFusion Pro
                                        Network architecture and size Network size and architecture are defined automatically by the adaptive training algorithm (Cascade Correlation) Implements classic Multi-Layer Perceptron with full control over the network architecture (you can customize number of layers and neurons)
                                        Training algorithms Cascade Correlation networks use the Quick-Propagation training algorithm to train the network You can select one of the 5 most proven training algorithms including Conjugated Gradients and Quasi Newton.
                                        Online validation Validation dataset is defined automatically as a part of the Training dataset. You can specify its size in %. You can select one of 2 options:
                                        • Define a Validation subset as a part of the Training subset (in %)
                                        • Specify custom validation dataset table
                                        Dataset columns Column types are defined manually. List of categories and numeric range is automatically detected from the values. You can define configuration for each data column including column types, list of supported categories and numeric ranges. If configuration is not specified, it will be detected automatically.
                                        Stopping conditions You can set parameters to stop training by number of iterations, desired error level or error improvement value. You can set a number of iterations for the current training. Additionally, you can handle the IterationComplete event to perform any custom check for early stopping and immediately interrupt training if needed.
                                        Generalization loss control You can define the rate of generalization loss and the system will automatically stop training when it is reached. There is no built-in feature for generalization loss control, but you can define generalization loss logic in the IterationComplete event handler.
                                        Real-time information about training progress You can get the following values on each iteration: MSE, AE, CCR, IterationNumber. All errors are calculated for the whole dataset. NeuroFusion Pro calculates only internal network MSE value. All other errors that require data transformation are not calculated by default to avoid slowing down the training. You can easily calculate required errors on any amount of data records using the Query method of the neural model.
                                        Additional training of existing networks There is no option to train the existing neural network one more time. New training means new network. NeuroFusion Pro allows you to continue training the network if needed. For example, you can combine different training algorithms (start with Quick Propagation, then stop and continue with slower but more powerful Conjugated Gradients). Or you can do additional training of the network when the new data becomes available.

                                        Data Preprocessing

                                        • Dataset size limited only by available memory
                                        • Input data types: numerical and categorical
                                        • Automatic preprocessing before training
                                        • Automatic numerical columns scaling
                                        • Automatic categorical columns encoding

                                        Training

                                        • Automatic problem type determination (classification or regression)
                                        • Automatic network training
                                        • Full control of the training process, including pausing and stopping

                                        Network Application

                                        • The ability to save and load a network at any time you need
                                        • Use a just created or loaded network to apply it to new data and get neural network reply

                                        General

                                        • Low resource requirements
                                        • Example programs included in source form
                                        • Support of load and save operations
                                        • The Online Manual includes Chapter "Introduction in Neural Networks"
                                        How does NeuroFusion get input data?
                                        What about graphics?
                                        What functions does the NeuroFusion have?
                                        How can I evaluate NeuroFusion prior to purchase?
                                        I need to customize your DLL. Can you help me?
                                        Can I use your library to develop and globally distribute commercial software?
                                        Do I have to pay royalties if I develop and ship commercial software using the library?
                                        Is there any difference in price between NeuroFusion Smart and NeuroFusion Pro?

                                        How does NeuroFusion get input data?
                                        The library takes input data through a 2-dimensional matrix of input values. The library does not limit your flexibility with fixed input file formats. You can fill in the matrix however you wish. The matrix can contain floating points, integer and text (categorical) columns. In NeuroFusion Pro you can use the standard ,NET class DataTable to present your data.

                                         

                                        What about graphics?
                                        NeuroFusion is completely independent of graphic interfaces. The library itself does not provide any graphical output but you can use statistics provided by the library to draw training graphs, case errors graphs, actual vs. output graphs and scatter plots, ROC curves, response graphs, input importance charts and more.

                                         

                                        What functions does the NeuroFusion have?
                                        NeuroFusion Smart ensures easy integration of neural networks into your software. All theoretical details are hidden inside the library. To save your time a minimum function set of 15 functions is created. The basic set includes 9 functions for importing of input data, creating, deleting, training, applying, saving and restoring networks. The advanced functions are used for reporting on the network training progress and the current state, reinitializing/pausing/resuming/stopping network training, and for specifying the training conditions.

                                        NeuroFusion Pro is object-oriented, so it provides several public classes that perform all required tasks. The main class is NetworkTrainer that trains new and existing neural models, provides various options and events. Resulting model is presented as a NeuralModel class: it can execute queries for new data, save and load itself.

                                         

                                        How can I evaluate NeuroFusion prior to purchase?
                                        We do not send evaluation versions but you can easily evaluate the NeuroFision Smart library performance using one of Alyuda products. The similar DLL is used in Alyuda Forecaster XL. You can comprehensively evaluate its speed and performance by testing Forecaster XL. You can download a free 30-day trial from Alyuda website download page.

                                        NeuroFusion Pro uses the same network engine as Alyuda NeuroIntelligence that also can be downloaded for free.

                                         

                                        I need to customize your DLL. Can you help me?
                                        Yes. If you need to have the library customized we can do it on per hour basis. Send us your requirements and we will estimate the project time and costs free of charge.

                                         

                                        Can I use your library to develop and globally distribute commercial software?
                                        Yes, but you need to purchase the Integration License. See the licensing page for more details.

                                         

                                        Do I have to pay royalties if I develop and ship commercial software using the library?
                                        No. You do not have to pay per user charges; however, you will need to purchase the Integration License. See the licensing page for more details.

                                         

                                        Is there any difference in price between NeuroFusion Smart and NeuroFusion Pro?
                                        No. Each edition has its own advantages. The Pro Edition allows you to have a full control over the network’s architecture and training whereas the Smart Edition enables you to automate almost all operations.

                                        Alyuda NeuroFusion is licensed in one of three ways:

                                        Educational License

                                        This license is granted to students, teachers, and non-commercial organizations for educational purposes. The library can be used for self-education, teaching or classroom demonstrations strictly for non-commercial purposes. This license is granted to a named individual and not to any public, private or governmental institution or entity. Contact our Sales Department if you need to purchase the Educational License.

                                        Real-Time License

                                        The license is granted to profit and non-profit organizations. The library can be integrated into internal software used and distributed only within the organization. There are no runtime fees or royalties.

                                        Integration License

                                        This license is granted to profit and non-profit organizations. The library can be integrated into a commercial application for sale. There are no runtime fees or royalties.

                                        All licenses are valid for all minor releases (like 2.1 and 2.2 etc.) published after the main release, which means you are entitled to receive the related improvements, bug fixes and technical support for free. You will need a new license only for the next major new release (like 3.0).

                                        Other licenses (e. g. source code licenses) are available on request.

                                        All Alyuda Software is Free for:


                                        Charity organizations

                                        Microfinance and student lending

                                        Sustainable development projects
                                        Licensing

                                        For more information about product licensing, please visit Alyuda licensing.

                                        The 30-day Trial Policy

                                        Alyuda NeuroIntelligence, Alyuda Forecaster XL and Alyuda Forecaster can be downloaded and used as free trial versions during a 30-day period. Alyuda NeuroFusion provides with detailed Help file which enables the user to easily understand the library. Once you have purchased one of those products, no refunds will be issued for your order(s).

                                        Delivery

                                        Once your purchase has been approved, we will email you a personalized license key along with download instructions within the next 24 hours (Mon-Fri). When purchasing please supply your valid e-mail address.

                                        Educational Discounts

                                        If you are a Teacher, Student or another Educational Professional, you can claim 30% off on Alyuda products and services.

                                        To take advantage of this discount is simple.

                                        You need to send proof of status, preferable scanned and emailed to salesdept@www.51wgdesign.cn. This can be in a form of an school ID card. Any school ID, union ID or educational union ID card is acceptable.

                                        We reserve the right to charge full price for products and services purchased at a discount if requested proof of status/age is not provided in a timely manner.

                                        Volume Discounts

                                        If you need 2 or more licences please contact Sales Department to get volume discount.

                                        More Ordering Options

                                        You can order by mail, phone, fax as well as pay by check or bank wire transfer. Contact our Sales Department for detailed instructions. If you transfer funds by wire please include an addition $20 bank fee.

                                        Using a Purchase Order

                                        Alyuda accepts purchase orders from the following entities (in the USA and Canada only):

                                        • Government Agencies
                                        • Educational Institutions
                                        • Companies with a D&B rating
                                        Email or fax us a copy of the purchase order. We normally ship within one business day.

                                        Contact Us

                                        We will be glad to answer all of your questions. Please fill the form below, contact our Sales Representative or contact directly the appropriate department.

                                        NeuroFusion

                                        NeuroFusion

                                        Please note: you are eligible for free technical support during 30-day evaluation of Alyuda NeuroFusion.

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