Industrial Technology Commons^™

Sme Ai Outreach In Finland—A Case Study, Kaj Mikael Björk, Anton Akusok, Amaury Lendasse, Leonardo Espinosa-Leal

Engineering Management and Systems Engineering Faculty Research & Creative Works

This paper presents a project (work in progress) where entrepreneurship and higher education in AI (from Master level to postdoc level) are integrated in order to produce a dual effect; helping SMEs to gain insight in how AI can aid in the corporate environment and to expose AI researchers to the real-life situations in the company world. If successful, the companies are made ready for the AI revolution and the researchers more equipped for corporate settings. The project is ongoing, so this paper addresses a work-in-progress project. The paper reflects on the project as well on some aspects that need …

Work-In-Progress: Evaluating Feasibility Of Band Matrix Solvers For Scaling Up Extreme Learning Machine Method, Anton Akusok, Kaj Mikael Björk, Amaury Lendasse, Leonardo Espinosa Leal

Engineering Management and Systems Engineering Faculty Research & Creative Works

This work presents the results of the potential of band linear system solvers for improving the scalability of the Extreme Learning Machine (ELM) method at large model sizes. The model is tested on the standard MNIST dataset with a range of solvers provided by the SciPy Python library. The results are analyzed taking into consideration the overall performance and the performance impact of band solvers across different matrix bandwidths, as well as the performance versus runtime analysis. The findings show potential in applying the proposed method to very large ELM models with narrow band matrices.

Appropriate Technology And The Energy Crisis, James P. Bosscher

UMR-MEC Conference on Energy / UMR-DNR Conference on Energy

The proposal is to initially outline the cognative aspects - the knowledge needs - necessary to generate a technological base which will be fitting, germane, and appropriate over against the society it must seek to serve.

It is proposed, secondly, to indicate the value -- laden and sensitive aspects -- the elements of care and concern - so vital in creating a technology which will be thoughtfully supportive and, insofar with respect to the people served.

Finally, the paper would seek to apply the appropriate technological concepts; both the knowing and the caring aspects, to the expanding and very real …