Yelizaveta Molchanova

Scope: Cataract AI Production Pipeline Optimization

Personal 138 USD

Satisfied with the collaboration! Yelyzaveta has proven herself to be a strong backend/AI developer who pays close attention to detail and is always ready to look for the root cause of a problem rather than just fixing the symptoms.

5.0

Yelizaveta Molchanova

2 August

Scope Analysis of the Cataract model and improvement plan

Personal 110 USD

All assigned tasks have been completed, and additional analysis has been conducted, which helped determine the direction for further improvements. Further optimization (model selection, calibration, preprocessing, majority voting, etc.) will be moved to a separate scope to avoid mixing stages of work. Thank you for the great job!

5.0

Yelizaveta Molchanova

1 August

Clinical Validation Bugs & Improvements

Personal 275 USD

Excellent work! The scope was completed professionally and with great attention to detail. Communication was smooth, all requested bug fixes were implemented, and the overall quality of the platform improved significantly. The developer was responsive to feedback, proactive in suggesting improvements, and delivered clean, well-structured work. Looking forward to continuing our collaboration on the next development scopes. Highly recommended!

5.0

Yelizaveta Molchanova

28 July

Scope 1 MGD Inference Service (Railway)

Personal 440 USD

Everything went wonderfully! As always! Let's continue our collaboration.

5.0

Yelizaveta Molchanova

23 July

Scope 0 — Integration Audit & Model Verification

Personal 132 USD

Excellent specialist! She quickly understood the new project, independently conducted a code audit, identified key issues, and proposed a clear recovery plan. Always available, communication is professional and constructive.

5.0

Yelizaveta Molchanova

17 July

Validation Ground Truth Scope

Personal 327 USD

Together we managed to implement a complex workflow for clinical validation of AI. We will definitely continue our collaboration on the next stages of the project. I recommend as a responsible and highly qualified developer!

5.0

Yelizaveta Molchanova

3 July

Cataract mvp scope

Personal 165 USD

We will definitely continue our collaboration in the next stages of the project. I recommend him as a strong and reliable developer.

5.0

Yelizaveta Molchanova

16 June

Backend completion / integration stabilization scope перед реальним data collection.

Personal 135 USD

Everything is great! Let's move on! We plan to continue our collaboration in the future. I recommend him as a strong and reliable developer.

5.0

Yelizaveta Molchanova

5 June

Scope of Tasks (Initial Infrastructure Phase)

Personal 330 USD

Very satisfied with the collaboration. Elizaveta not only completed tasks but also genuinely helped to build the architecture and workflow logic.

I especially liked the ownership approach, code quality, calm communication, and the ability to make technical decisions independently without overengineering.

The work was done very professionally, structured, and with a good understanding of the long-term development direction. We plan to continue the collaboration in the future.

5.0

Yelizaveta Molchanova

31 May

API + website integration для tangential map.

Personal 165 USD

Very good technical result and communication throughout the entire project. The tangential map implementation turned out to be very interesting and became an important step for the further keratoconus validation platform. Thank you for your work.

5.0

Yelizaveta Molchanova

22 May

Tangential Map v1.

Personal 275 USD

Very good experience of collaboration. Strong technical work, good communication, and attention to detail. I particularly liked the structure of the code, the documentation, and the readiness for research-oriented tasks.

5.0

Yelizaveta Molchanova

21 May

Keratoconus — stabilization batch #

Personal 220 USD

Professional and responsible work. She understood the pipeline and detection/QC logic well, conducted stabilization carefully without regressions on good cases. Communication was quick and comfortable, all stages were completed within the agreed deadlines. Thank you for the work.

5.0

Yelizaveta Molchanova

16 May

Task for API integration into website

Personal 110 USD

Elizaveta quickly understood the task, worked in a structured and precise manner. All corrections were made clearly and without unnecessary questions, communication was easy and pleasant.

I would especially note the responsibility and attention to detail; all changes were made thoughtfully, without "breaking" decisions.

5.0

Yelizaveta Molchanova

2 May

Logging для clinical validation.

Personal 170 USD

Elizaveta quickly understood the complex architecture of the project, proposed the right technical solutions, and successfully implemented the API, regression testing, and logging. It is especially valuable that she thinks systematically, pays attention to stability and reproducibility of results, rather than just "making it work." Communication was easy, all tasks were completed on time and with attention to detail.

5.0

Yelizaveta Molchanova

1 May

Regression / stability check.

Personal 170 USD

Excellent work. The contractor carefully brought the stage to a stable state: the API pipeline was implemented, the aggregation logic was corrected, and regression was added to check stability. The code is structured, and revisions from the review were made quickly and accurately. Communication is at a high level, and deadlines were met. We plan to continue the collaboration.

5.0

Yelizaveta Molchanova

29 April

Minimal Scope: Stage 1 API Integration

Personal 330 USD

The work was done quality and on time. Quick communication, all corrections made correctly. I recommend for collaboration.

5.0

Yelizaveta Molchanova

25 April

Phase 7 Website Demo Integration

Personal 220 USD

Laid down by the result.
The project included the integration of an ML pipeline, API, and web UI with deployment on Railway. As a result, we obtained a fully functional end-to-end demo (upload → analysis → result).
The performer demonstrated a good level: independently found and fixed problems, correctly set up deployment, integration, and API. Communication was clear and to the point.
Ready to continue collaboration in the next stages.

5.0

Yelizaveta Molchanova

9 April

Phase 6

Personal 220 USD

Very satisfied with the collaboration. All tasks completed according to the requirements, the result is suitable for further integration. I recommend for collaboration.

5.0

Yelizaveta Molchanova

7 April

Phase 5 Batch Validation & Reliability

Personal 200 USD

Very satisfied with the collaboration. The work was done at a high level: the pipeline became stable, deterministic, and well-structured. I especially appreciate the attention to detail, quality analysis of edge cases, and a systematic approach to the task. All stages were completed on time, communication was quick and clear. I recommend as a strong and responsible specialist.

5.0

Yelizaveta Molchanova

7 April

Phase 4 Metrics & Output Standardization

Personal 250 USD

Thank you for the collaboration, very high-quality and professional work. The pipeline has become stable, well-structured, and suitable for further integration. I especially appreciate the attention to detail, independent problem analysis, and careful implementation. I recommend for collaboration.

5.0

Yelizaveta Molchanova

4 April