AI-TOOLKIT 64-bit Last Version

The fully functional version of the AI-TOOLKIT is FREE for Non-Commercial use! For inquires about commercial use please use the contact form at the bottom.

By downloading the AI-TOOLKIT you agree to the Software License Agreement (SLA):

Download and Setup/Upgrade Instructions

  • Download the last version of AI-TOOLKIT 64-bit setup (compatible with MS Windows 7, 8, 10): 
  • Get the serial number: in case you do not have a serial number for version 2.x and above register on the AI-TOOLKIT Helpdesk (please fill in your real name and e-mail in order to be able to receive automatic software updates!) and get automatically the serial number (FREE for non-commercial purposes - full version).
  • Make sure that a former version of the AI-TOOLKIT is not running that the setup can update it to the new version. Versions prior to v. 4.0 can be uninstalled.
  • Run the AI-TOOLKIT 64-bit setup and follow the instructions on the screen.

Release Notes AI-TOOLKIT 64-bit v8.1.85 - June, 2023

This is a maintenance release with error corrections and improvements.

Release Notes AI-TOOLKIT 64-bit v8.0.7 - June, 2021

This is a maintenance release with error corrections and improvements. One of the things corrected is a syntax error in the project templates (may not contain the TAB character, replaced with spaces).

Release Notes AI-TOOLKIT 64-bit v8.0 - March, 2021 (Major Release!)

Extensions: 
⦁ Recurrent Neural Network module. Multivariate and Univariate regression. Classification. The time shift can be defined. 
⦁ New layer types:
  - CeLU, eLU, SeLU
  - LSTM, GRU 
⦁ Recurrent neural network (RNN) examples:
  - Electricity consumption prediction
  - Stock price prediction 
⦁ Added support for Intel OneAPI (MKL) with major speed increase on new processors. 

IMPORTANT: the data import module is changed and you need to add the decision column(s) to a list. Recurrent neural networks may have more than one decision columns.

Improvements/Corrections: 
⦁ The Data Analysis module was not working well when comma was the decimal separator in the system. This has been corrected. Note: see note about decimal separator below! 
⦁ The split data into training and test set problem has been resolved. While importing data and splitting it into training and test sets some values were truncated to their integer form. 
⦁ The saving categorical values problem has been corrected (wrong column names were saved into the database). 
⦁ Added input/output nodes count feasibility check to standard neural networks and to RNNs. 
⦁ Added several new feasibility checks to several models (for example neural network architecture check). 
⦁ Added checking for project file change. Useful if changing the model after training it. 
⦁ The AudioEditor user interface is improved with automatic scaling to larger monitors. 
⦁ Several corrections, improvements and UI enhancements. 
⦁ Help extension & improvement. 

IMPORTANT: The AI-TOOLKIT is optimized with period (.) as decimal separator! It will however also work on systems with comma as decimal separator. If your system uses comma as decimal separator then please consider changing it to period while using the AI-TOOLKIT. To easily change the decimal separator please follow the next steps: 
- Click on Start (bottom-left) and type 'set regional format' and push enter. 
- Click on 'Additional date, time & regional settings' (top-left). 
- Click on 'Change date, time, or number formats'. 
- Click on 'Additional Settings...' (bottom-right) and change the decimal symbol to period (.). 
- Click Apply and keep the windows open. When you finished working with the AI-TOOLKIT then you may revert the decimal separator back to what it was.

For questions, problems with the software or suggestions for improvement please use the Helpdesk. 

Release Notes AI-TOOLKIT 64-bit v7.5.76 - December, 2020 

Improvements: 
  • Several problems have been corrected in the data import module.
  • Other small improvements.
For questions, problems with the software or suggestions for improvement please use the Helpdesk. 

Release Notes AI-TOOLKIT 64-bit v7.5 - October, 2020 

Improvements: 
  • The syntax colored AI-TOOLKIT project editor is improved and syntax errors can be seen immediately while entering the parameters.
  • More syntax checks in the AI-TOOLKIT project editor with report on the exact place where a mistake is. 
  • A new report module has been added to each model which generates a nice PDF, Word, etc. report.
  • New Examples screen has been added to the startup screen from which all demo projects are available with their description.
  • A new example has been added with the MLFlow Intelligent System functionality (several machine learning models working together).
  • The Reinforcement Learning model can create the input and output database tables automatically.
  • Template enhancements.
  • Several corrections, improvements and UI enhancements.
  • Help extension && improvement.
For questions, problems with the software or suggestions for improvement please use the Helpdesk. 

Release Notes AI-TOOLKIT 64-bit v7.3.7 - September, 2020

Improvements:
  • Several bug corrections, improvements and UI enhancements.
  • Help extension.

Release Notes AI-TOOLKIT 64-bit v7.2.1 - July, 2020

Important maintenance release for fixing installation problems caused by antivirus software.

Several users reported a problem when installing the AI-TOOLKIT. The problem is caused by a strange behavior of antivirus software in which the installation is blocked until the setup file is checked for viruses. This is a wrong behavior because the antivirus software keeps checking and blocking the setup even if you restart the installation and despite the fact that there is a digital signature in the setup file. This maintenance release solves this problem.

New features:
  • Fingerprint Recognition application.
  • The Speaker Recognition application is further extended with some important features: GMM and i-vector based speaker recognition are added.
  • Several new training videos added to the How To Get Started screen.
Improvements:
  • Audio Editor is further improved and several errors are corrected.
  • Grid World reinforcement learning example.
  • Several bug corrections, improvements and UI enhancements.
  • Help extension.
For questions, problems with the software or suggestions for improvement please use the Helpdesk. 

Release Notes AI-TOOLKIT 64-bit v7.0 - April, 2020

This is a major release with new features and improvements!

New features:
  • Face Recognition application and example.
  • Speaker Recognition application and example.
  • Audio Editor application.
Improvements:
  • Speed improvement. Hardware acceleration improvement with extension to higher performance AVX2 processors.
  • Several bug corrections, improvements and UI enhancements.
  • Help extension.
For any questions please use the Helpdesk: https://aitoolkit.freshdesk.com/support/home 

Release Notes AI-TOOLKIT 64-bit v6.0 - November, 2019

This is a major release with a lot of new features and improvements!

New features:
  • Recommendation models based on collaborative filtering (both explicit and implicit feedback) with easy to use templates.
  • Dimensionality reduction model (based on principal component analysis) with easy to use template.
  • Automatic conversion while importing textual categorical data (integer encoding, one-hot encoding, binary encoding).
  • Automatic class separation improvement and imbalance reduction while importing data for classification.
  • Oversampling and undersampling of input data for classification.
  • Several new supervised machine learning performance metrics and report (global and per class) with confusion matrix.
  • Several new examples.
  • Added the possibility to save the output log into an rtf file.
Improvements:
  • Restructured templates and added special application templates.
  • Neural network classification and regression training selects the best model instead of the model from the last iteration (accuracy may degrade).
  • Additional hardware acceleration is added to several places (expect significant speed improvement).
  • Progress reporting is added to several places where it was missing.
  • The reduction of memory consumption on several places.
  • Enabling and disabling buttons while processing.
  • Importing images collage bug corrected.
  • Import data. Several bugs corrected.
  • Several bug corrections, improvements and UI enhancements.
  • Extended and corrected the Help and manual.
For any questions please use the Helpdesk: https://aitoolkit.freshdesk.com/support/home 

Release Notes AI-TOOLKIT 64-bit v5.0 BETA - May 15, 2019 

New features:
  • Addition of Unsupervised Learning.
  • Addition of Reinforcement Learning. The AI-TOOLKIT supports now all 3 major forms of machine learning: supervised, unsupervised and reinforcement learning. 
  • Addition of new templates and examples.
Improvements:
  • Several bug corrections and improvements. 
  • Extension of the help.
  • UI and other improvements. 
For any questions please use the Helpdesk: https://aitoolkit.freshdesk.com/support/home

Release Notes AI-TOOLKIT 64-bit v4.0.6979 BETA - February 9, 2019

  • Corrected: Importing data files into the database caused sometimes a crash.
  • Bug corrections and improvements.
For any questions please use the AI-TOOLKIT Helpdesk.

Release Notes AI-TOOLKIT 64-bit v4.0.6916.0 BETA - December 8, 2018

BETA test program results:
  • Problems with the screen (the UI was rendered not correctly) on high resolution devices (high DPI) is corrected in AI-TOOLKIT Professional.
  • Bug corrections and improvements.
For any questions please use the AI-TOOLKIT Helpdesk.

Release Notes AI-TOOLKIT 64-bit v4.0 BETA - November 28, 2018

First public BETA release.

Contact the AI-TOOLKIT Helpdesk in case of problems.


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