Accepted player card · Rank #22

@yorko

Yury Kashnitsky

Staff GenAI Fields Solution Architect @ Google Cloud, Amsterdam

78.7Tier B

Category breakdown

rating-rubric/3

Consistency

78

The supplied repositories show activity spanning 2013 through 2026, including multiple updates in 2025 and 2026, though several older projects are archived.

Impact

88

The portfolio includes a highly prominent machine-learning course repository, educational material, NLP and deep-learning projects, and practical cloud and data utilities, indicating substantial usefulness and ambition.

Quality

72

Metadata supports strong project maturity signals through substantial scope, clear project themes, and continued maintenance in selected repositories, but source, testing, CI, documentation, and implementation quality are unavailable.

Breadth

73

The listed work spans Python, notebooks, machine learning, NLP, education, cloud deployment, data utilities, and programming exercises; language diversity is moderate because Python and notebooks dominate.

Depth

84

The long-running machine-learning and educational projects, several domain-focused NLP/deep-learning repositories, and recent practical utilities indicate sustained ownership across meaningful scopes, with some archival and exercise-style项目

Community

58

Follower and star data provide a modest positive tie-breaker, especially for the prominent educational repository, but popularity is not used to raise the other categories and unavailable community context remains neutral.

Contribution activity

365 day window

Playful reviews

The syllabus has escaped

mlcourse.ai is less a repository than an entire machine-learning curriculum that decided it needed its own postal address. The ambition is impressively larger than a normal project, and the update history suggests it keeps refusing to graduate.

Cloud-powered attention span

A YouTube summarizer deployed around Cloud Run is a wonderfully modern attempt to make the internet explain itself in fewer words. It combines useful automation with the faint danger of turning every video into an executive briefing.

Pronouns meet transformers

Gender-unbiased BERT pronoun resolution is exactly the sort of project where language ambiguity walks into a neural network and asks for a committee meeting. The premise is focused, technically ambitious, and gloriously difficult to explain at dinner.

Spreadsheet telemetry

runstats2sheet gives experiment metrics a one-way ticket to spreadsheet civilization. It is a compact little bridge between serious notebook work and the eternal human need to make results sortable.

Vision homework with a passport

A Stanford CS231n project turns a famous computer-vision course into a personal proving ground: part study plan, part notebook expedition, and part evidence that convolutional networks also generate homework archives.

Repository highlights

yorko/mlcourse.ai

92

A substantial, actively updated Python machine-learning course repository with unusually strong visible reach and a clear educational purpose.

Python10687 stars

yorko/youtube-summarizer-cloud-run

68

A recent Python project focused on summarizing YouTube content with cloud-oriented scope; the metadata indicates a practical application, while implementation maturity is unknown.

Python17 stars

yorko/python_intro

67

An archived notebook-based Python introduction project with substantial educational visibility and a clear beginner-oriented purpose.

Jupyter Notebook608 stars

yorko/runstats2sheet

60

A recently updated notebook utility for sending run statistics to a spreadsheet, suggesting a focused automation project with limited visible scope.

Jupyter Notebook8 stars

yorko/a2ui

20

A fork with unknown language and no supplied description; ownership and substance cannot be strongly assessed from the available metadata.

Unknown0 stars

yorko/gender-unbiased_bert-based_pronoun_resolution

65

An archived notebook project addressing gender-unbiased BERT-based pronoun resolution, reflecting a focused and socially relevant NLP research problem.

Jupyter Notebook40 stars

yorko/prey_predators_cool_programming_task

47

A recent Python implementation of a predator-prey programming task, representing a contained educational or algorithmic exercise.

Python1 stars

yorko/dl_in_nlp_deeppavlov_cs224n_spring2020

72

An archived notebook collection centered on deep learning in NLP and a named course context, indicating substantial educational and technical scope.

Jupyter Notebook100 stars

yorko/stanford_cs231n_2019

73

An archived notebook project associated with Stanford CS231n, signaling serious computer-vision learning scope and a coherent technical theme.

Jupyter Notebook155 stars

yorko/fake-papers-competition-data

45

An archived Python dataset project for a fake-papers competition, with a specific applied data-science purpose but limited metadata on scope.

Python3 stars

yorko/one_cool_programming_task

44

An archived notebook-based programming task from 2016, showing an earlier experimentation or educational project with narrow apparent scope.

Jupyter Notebook13 stars

yorko/ods_dump_telegram_channel

49

An archived Python project involving a Telegram channel data dump, suggesting data collection or analysis work with a focused utility.

Python14 stars