Building a prototype predictive model to forecast solar panel electricity generation
Building a prototype predictive model...
15 March, 2024
Biometric verification based on voice data
Customer Industry Scale Call center Retail services 1000+ employees Customer Call center Industry Retail services Scale 1000+ employees The verification of call center customers based on voice data as a part of multi-factor authentication for security improvement. The use of deep neural architecture for comparing voice prints from a database, with verification accuracy of over 90%. Creation and training...
26 March, 2021
Forecasting of Electricity Consumption Rates
Customer Industry Scale Energy company Energy 10 000+ Customer Energy company Industry Energy Scale 10 000+ Obtaining a short-term forecast of energy consumption for procurement planning on the Ukrainian Energy Exchange. While analyzing Machine Learning algorithms and methods for short-term and time-bound forecasting of events, we opted for using Recurrent neural networks (RNN). RNN made possible to process...
26 March, 2021
Cash Flow Optimization in ATM Network System
Customer Industry Scale International bank Financial sector ≥500 ATMs ≥1000 employees Customer International bank Industry Financial sector Scale ≥500 ATMs ≥1000 employees Reduction in operating costs for provisioning cash machines. The actual daily data of ATM cash withdrawal was used for further data analysis. We utilized Gradient Boosting Regressor to build an ML-model. The solution comprised three steps. The first stage: data evaluation;...
25 March, 2021