A Neuronal Network for Calculator Graphing Functions?
In the ever-evolving world of Artificial Intelligence (AI), the focus is shifting towards both high-end server systems and more accessible, resource-efficient solutions. One such example of the latter is the Hermes Optimus neural net, developed by ExploratoryStudios, which operates on a high school calculator, the TI-84 Plus Silver Edition.
Hermes Optimus functions as an autocorrect system, taking four-character inputs and matching them to a library of twelve words. The neural net employs a feedforward neural network with a 4-60-12 architecture, which is a testament to the potential of machine learning and neural nets in resource-constrained systems.
The TI-84 Plus Silver Edition, with its 24 kB of RAM, might seem an unlikely candidate for such advanced technology. However, the development of Hermes Optimus involved solving puzzles to make it function within these memory constraints. The neural network in Hermes Optimus uses sigmoid activation functions, ensuring its efficiency despite the limited resources.
The neural net for Hermes Optimus has an approximate accuracy of 85% in identifying and correcting target words, a figure that is impressive given the device's limitations. Moreover, the readout of the net's confidence is included, providing users with a clear understanding of the system's certainty in its responses.
In comparison to many newer AI systems, the accuracy of the Hermes Optimus neural network is higher regarding confidence readout. This demonstrates the applicability of advanced technology in unexpected areas and showcases the continuous exploration and expansion of machine learning and neural net capabilities.
The development of Hermes Optimus pushes the boundaries of what can be achieved with machine learning and neural nets on devices with limited resources. While the current direction of AI is strongly focused on leveraging high-end server systems and decentralized networks for more efficient and scalable AI operations, the emergence of Hermes Optimus serves as a reminder that AI's potential extends far beyond the realm of powerful servers.
As AI becomes more integrated into various ecosystems, including those that might not require powerful devices, the development of solutions like Hermes Optimus will continue to be crucial in unlocking AI's full potential in resource-constrained environments.
Artificial Intelligence (AI) is showcasing its potential even in resource-constrained systems, as demonstrated by the Hermes Optimus neural net, which operates on a high school calculator, the TI-84 Plus Silver Edition. This neural net, developed by ExploratoryStudios, functions as an autocorrect system, employing a feedforward neural network with a 4-60-12 architecture, a testament to the applicability of machine learning and neural nets in such systems.
