• Projects 19
  • Rating 5.0
  • Rating 21 024

Budget: 17000 UAH Deadline: 17 days

Have you, Vitaliy, ever felt that the developed system could still become more perfect? I see a lot of potential in your project. My experience in Python and working with Pandas and Streamlit will allow me to transform your MVP into a real financial audit tool. I will focus on improving the logic of character recognition, optimizing regular expressions, and the logging system. My ability to adapt to new technologies ensures the effective and quick implementation of your requirements. I invite you to discuss collaboration opportunities!

  • Projects -
  • Rating -
  • Rating 320

Budget: 1000 UAH Deadline: 1 day

Hello!

I have experience in Python development with a focus on data processing, rule-based logic, and automation. I have worked with Pandas, regular expressions, SQLite, and created UI on Streamlit for analytical tools.

I am ready to refactor existing code, improve the logic for determining cash symbols, and enhance the quality of text data validation. I have experience working with real data and clear technical requirements.

I would be happy to discuss the project and the format of collaboration.

  • Projects 18
  • Rating 4.4
  • Rating 2 190

Budget: 1500 UAH Deadline: 1 day

Hello! I have experience in similar tasks related to financial data processing, so I am ready to promptly take on the refactoring of your MVP and the refinement of the logic. I work cleanly, adhere to architecture, and will ensure the transparent operation of the system according to your specifications. Write to me - we will discuss the details and deadlines.

  • Projects 9
  • Rating 5.0
  • Rating 656

Budget: 700 UAH Deadline: 1 day

Good day, Vitaliy!
In general, the task is clear, but for an accurate response regarding the deadlines and price, I would like to clarify some questions that arose after analyzing your task.
Please write in private messages – we will discuss the details and your wishes.

  • Projects -
  • Rating -
  • Rating 297

Budget: 27000 UAH Deadline: 15 days

Hello.
This project focuses on improving a Python-based system for automated cash transaction auditing, where the accuracy of rule-based classification and clarity of results are critically important. I would start by refactoring the existing MVP to make the logic more readable, testable, and extensible, and then I would strengthen the character detection rules using structured text analysis and optimized regular expressions. I will ensure transparency and clear explanations of ERROR / WARN / OK outputs, with reliable logging in SQLite and a clean, adaptive Streamlit interface for daily use. With the architecture already prepared for machine learning (ML), I can also lay the groundwork for a smooth transition from pure rule-based logic to hybrid or ML-supported validation if necessary.

  • Projects 7
  • Rating 5.0
  • Rating 1 562

Budget: 1000 UAH Deadline: 1 day

I am among the top 5 developers in the category of "Artificial Intelligence and Machine Learning" among ~2100 specialists on the platform.
I guarantee:
- Fast and quality execution of the task
- Clear adherence to deadlines
- Regular communication throughout the entire process
I would be happy to discuss the details of your project in private messages.

  • Projects 20
  • Rating -
  • Rating 1 213

Budget: 1000 UAH Deadline: 10 days

Hello! I am ready to help with development, I have extensive experience in developing complex high-load projects.

Write to me privately, we will discuss the details.

  • Projects 74
  • Rating 5.0
  • Rating 6 063

Budget: 1000 UAH Deadline: 1 day

Good evening. I have extensive experience in processing CSV/EXCEL tables, interacting with different databases, as well as various ML models.

I would like to see the complete technical specification.
I will be happy to help.

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