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Project for MTS Bank – Implementation of an information system for forecasting the amounts and timing of replenishment and cash-in-transit for self-service devices


The project is designed for the implementation, support, and functional development of an information system that forecasts the amounts and timing of replenishment and cash-in-transit for self-service devices using neural networks

Key Functional Modules:

  • Use of neural networks (autoencoders, word2vec, GloVe, etc.)
  • Selection of the optimal forecasting method for a specific device
  • Continuous retraining of models to improve accuracy
  • Breakdown by cash operating units
  • Editing and approval of proposed amounts
  • Accounting for all types of self-service devices, insurance limits, and nearby devices
  • Display of balances, withdrawals, and forecasts
  • Highlighting of deviations and risks
  • Ability to respond promptly
  • Differentiated calculation system
  • Accounting for average cost and fee directories
  • Creating and configuring custom roles
  • Assigning functions and access rights
  • Exporting/importing roles
  • Management of calculation parameters (funding rate, rounding, operating modes)
  • Accounting for public holidays (support for multiple calendars)
  • ProView, OpenWay, processing, and others
  • Receiving cards, balances, and turnovers
  • Creating plans based on real data

Additional Features:

Calculation of the optimal loading amount and banknote composition
Accounting for insurance amounts and funding
Automatic sending of requests by email using a template
Cost optimization: cash, insurance, labor
Automatic inclusion of devices in the plan (based on criteria)

Advantages of the system:

Результат
  • Improved accuracy of cash flow planning and security
  • Optimization of cash collection and cost reduction
  • Flexible customization to suit the bank’s business logic
  • Relevance ensured through continuous development and support

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