Micro, Small and Medium Enterprises (MSMEs) at South Kalimantanare a positive contributor to economic growth. It was noted that this year the role of MSMEs reached up 98%. Based on data for 2020 number in Kalimantan has more than 33,700. By absorbing workforce 60,000 people. Credit disbursement is planned develop MSMEs. One requirements applying additional capital business financial report. UMK...

Bookkeeping data free of fraud and errors are a cornerstone legitimate business operations. The highly complex laborious work financial auditors calls for finding new solutions algorithms to ensure the correctness statements. Both supervised unsupervised machine learning (ML) techniques nowadays being successfully applied detect anomalies in data. In accounting, it is long-established problem m...

The focus of this PKM are efforts to improve business management and home industry production quality in Demak Regency. Partners actors with various market snacks products. Based on the situation analysis, partners have problems aspects management. Problems limited tools, use manually production. problem marketing is reach, product only sold one traditional market. financial aspect that do not ...

We present a toolchain for computational research consisting of Sacred and two supporting tools. Sacred is an open source Python framework which aims to provide basic infrastructure for running computational experiments independent of the methods and libraries used. Instead, it focuses on solving universal everyday problems, such as managing configurations, reproducing results, and bookkeeping....

Deriving gradient algorithms for time-dependent neural network structures typically requires numerous chain rule expansions, diligent bookkeeping, and careful manipulation of terms. In this paper, we show how to use the principle of Network Reciprocity to derive such algorithms via a set of simple block diagram manipulation rules. The approach provides a common framework to derive popular algor...