Yelizaveta Molchanova

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

Phase 3 Detection & QC Hardening

Personal 250 USD

Thank you, very good result. The pipeline has become stable, the errors are clean and understandable. I suggest closing Phase 3 and moving on to the next stage.

5.0

Yelizaveta Molchanova

3 April

Placido Pipeline Iris Detection Root Cause Analysis

Personal 200 USD

Thank you for the completed work — this is a strong result. You approached the task correctly: you found the root cause of the problem (IRIS_NOT_FOUND), carefully corrected the configuration without changing the logic, stabilized the pipeline and brought it to a working state, added a clear structure for results and logging. It is especially valuable that you did not try to "work around" the problem through parameters, but rather understood the cause. Now the pipeline is already providing valid results, and this is a good basis for the next stages.

5.0

Yelizaveta Molchanova

1 April

Placido / corneal analysis

Personal 330 USD

Thank you for your work, this is a very strong result.
We especially appreciate:
the stabilization of the pipeline (it now runs reliably on batch data)
proper error handling and isolation of failures
clearer output structure and status handling
added tests and detailed technical analysis
Your analysis of the system limitations is particularly valuable, it helps us clearly understand the current state of the pipeline and the next steps.

5.0

Yelizaveta Molchanova

31 March

Test

Personal 165 USD

Thank you for the completed work. I liked the structured approach, the modularity of the solution, and the attention to preprocessing and quality control. Good engineering thinking and a systematic view of the task are evident. Overall, the approach is interesting and professional.

5.0

Yelizaveta Molchanova

29 March

It is necessary to make the ffmpeg process in Linux work sequentially (Node JS)

50 USD

The project has been successfully completed, we continue the collaboration!

5.0

Yelizaveta Molchanova

15 December 2024