{"schema_version":"onlylabs.public_signal.v1","title":"Nebius Repo: nebius/ml-cookbook","description":"Nebius repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/24807f6e-ea6d-4d9c-a3de-2416cc68565d","json_url":"https://onlylabs.fyi/signals/24807f6e-ea6d-4d9c-a3de-2416cc68565d/signal.json","generated_at":"2026-06-11T04:10:07.987396+00:00","org":{"slug":"nebius","name":"Nebius","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/nebius","dossier_json_url":"https://onlylabs.fyi/labs/nebius/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/24807f6e-ea6d-4d9c-a3de-2416cc68565d","signal_json":"https://onlylabs.fyi/signals/24807f6e-ea6d-4d9c-a3de-2416cc68565d/signal.json","source":"https://github.com/nebius/ml-cookbook","lab_dossier":"https://onlylabs.fyi/labs/nebius","lab_dossier_json":"https://onlylabs.fyi/labs/nebius/dossier.json","analysis":"https://onlylabs.fyi/analysis/nebius","analysis_json":"https://onlylabs.fyi/analysis/nebius/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nebius/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Nebius published nebius/ml-cookbook (Shell). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo nebius/ml-cookbook · language Shell · Low-stars routine repo.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/nebius/ml-cookbook","source_host":"github.com","occurred_at":"2025-02-17T10:51:32+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source","context":"Shell"},"context_markers":[{"label":"Lab","value":"Nebius","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"nebius/ml-cookbook","source":"source"},{"label":"Language","value":"Shell","source":"source"},{"label":"Stars","value":"14","source":"traction"},{"label":"Notability","value":"Low-stars routine repo.","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/nebius/ml-cookbook"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:07.987396+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/24807f6e-ea6d-4d9c-a3de-2416cc68565d/signal.json","dossier_json":"https://onlylabs.fyi/labs/nebius/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nebius/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nebius/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; 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This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo nebius/ml-cookbook · language Shell · Low-stars routine repo.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Nebius","predicate":"published repo","object":"nebius/ml-cookbook","text":"Nebius published repo nebius/ml-cookbook."},{"subject":"nebius/ml-cookbook","predicate":"is classified as","object":"repo signal","text":"nebius/ml-cookbook is classified as repo signal."},{"subject":"nebius/ml-cookbook","predicate":"belongs to","object":"repos desk","text":"nebius/ml-cookbook belongs to repos desk."},{"subject":"nebius/ml-cookbook","predicate":"has context","object":"Shell","text":"nebius/ml-cookbook has context Shell."},{"subject":"nebius/ml-cookbook","predicate":"has evidence coverage","object":"1 captured evidence page","text":"nebius/ml-cookbook has evidence coverage 1 captured evidence page."}]},"signal":{"id":"24807f6e-ea6d-4d9c-a3de-2416cc68565d","url":"https://onlylabs.fyi/signals/24807f6e-ea6d-4d9c-a3de-2416cc68565d","json_url":"https://onlylabs.fyi/signals/24807f6e-ea6d-4d9c-a3de-2416cc68565d/signal.json","source_url":"https://github.com/nebius/ml-cookbook","title":"nebius/ml-cookbook","summary":"Nebius published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2025-02-17T10:51:32+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/nebius/ml-cookbook"]},"facets":{"repo":"nebius/ml-cookbook","language":"Shell"},"traction":{"github_stars":14,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/nebius/ml-cookbook","final_url":"https://github.com/nebius/ml-cookbook","title":"nebius/ml-cookbook repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:07.987396+00:00","bytes":15794,"raw_path":"a9c881f5c987c257a5c2afc287b3545a5daf6f9aa2d26fd06dbb3033f1395273.json","content_hash":"7f0b64d10d96b0dcdadbb16e975d3d67d629f5696e963ab25a721a5689ebd18d","excerpt_chars":1200,"truncated":true,"excerpt":"nebius/ml-cookbook Language: Shell License: Apache-2.0 Stars: 14 Forks: 7 Open issues: 1 Created: 2025-02-17T10:51:32Z Pushed: 2026-06-10T09:15:56Z Default branch: main Fork: no Archived: no README: ML Cookbook 🍳 Welcome to the **ML Cookbook** repository! This is your one-stop guide for common use cases in training and inference of machine learning models on the **Nebius.ai** cloud platform. Whether you're a seasoned data scientist or just starting your ML journey, this repository provides practical examples, best practices, and ready-to-use code snippets to help you get the most out of your ML workflows. Start Here This repository is a collection of **recipes**, not a single application to deploy end-to-end. To get started, first choose: - your **environment**: `Slurm / Soperator`, `Kubernetes`, `SkyPilot`, or `Run:ai` - your **goal**: `training`, `fine-tuning`, `inference`, `storage setup`, or `network validation` 1. Choose your environment | If you are using... | Start here | | --- | --- | | Nebius Soperator / Slurm cluster | [`slurm/`](./slurm/) | | Nebius Managed Kubernetes | [`volcano/`](./volcano/) and [`common/`](./common/) | | SkyPilot | [`skypilot/`](./skypilot/) | |..."},"evidence_pages":[{"url":"https://github.com/nebius/ml-cookbook","final_url":"https://github.com/nebius/ml-cookbook","title":"nebius/ml-cookbook repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:07.987396+00:00","bytes":15794,"raw_path":"a9c881f5c987c257a5c2afc287b3545a5daf6f9aa2d26fd06dbb3033f1395273.json","content_hash":"7f0b64d10d96b0dcdadbb16e975d3d67d629f5696e963ab25a721a5689ebd18d","excerpt_chars":1200,"truncated":true,"excerpt":"nebius/ml-cookbook Language: Shell License: Apache-2.0 Stars: 14 Forks: 7 Open issues: 1 Created: 2025-02-17T10:51:32Z Pushed: 2026-06-10T09:15:56Z Default branch: main Fork: no Archived: no README: ML Cookbook 🍳 Welcome to the **ML Cookbook** repository! This is your one-stop guide for common use cases in training and inference of machine learning models on the **Nebius.ai** cloud platform. Whether you're a seasoned data scientist or just starting your ML journey, this repository provides practical examples, best practices, and ready-to-use code snippets to help you get the most out of your ML workflows. Start Here This repository is a collection of **recipes**, not a single application to deploy end-to-end. To get started, first choose: - your **environment**: `Slurm / Soperator`, `Kubernetes`, `SkyPilot`, or `Run:ai` - your **goal**: `training`, `fine-tuning`, `inference`, `storage setup`, or `network validation` 1. Choose your environment | If you are using... | Start here | | --- | --- | | Nebius Soperator / Slurm cluster | [`slurm/`](./slurm/) | | Nebius Managed Kubernetes | [`volcano/`](./volcano/) and [`common/`](./common/) | | SkyPilot | [`skypilot/`](./skypilot/) | |..."}],"related_signals":[{"id":"827d4150-eb7c-45e7-9d0c-e32c2f8cedfb","url":"https://onlylabs.fyi/signals/827d4150-eb7c-45e7-9d0c-e32c2f8cedfb","source_url":"https://github.com/nebius/nebius-partner-cookbook","title":"nebius/nebius-partner-cookbook","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-06-09T15:34:05+00:00","first_seen_at":"2026-06-11T07:00:50.9341+00:00","date_source":"source"},{"id":"bb3aaea8-d11f-4a82-9e97-5f4b81659cdb","url":"https://onlylabs.fyi/signals/bb3aaea8-d11f-4a82-9e97-5f4b81659cdb","source_url":"https://github.com/nebius/serverless-ai-cookbook","title":"nebius/serverless-ai-cookbook","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-04-16T10:10:51+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"},{"id":"49bd2c6b-f298-4b2b-8d0d-a584e7fab75e","url":"https://onlylabs.fyi/signals/49bd2c6b-f298-4b2b-8d0d-a584e7fab75e","source_url":"https://github.com/nebius/nebius-physical-ai","title":"nebius/nebius-physical-ai","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-04-07T16:04:02+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"},{"id":"ad5e0b3d-0b56-44da-8158-e3252eb37480","url":"https://onlylabs.fyi/signals/ad5e0b3d-0b56-44da-8158-e3252eb37480","source_url":"https://github.com/nebius/terraform-provider-nebius","title":"nebius/terraform-provider-nebius","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-03-24T14:56:20+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"},{"id":"3ef467b7-124a-4a29-a4e5-c36beffa5f4b","url":"https://onlylabs.fyi/signals/3ef467b7-124a-4a29-a4e5-c36beffa5f4b","source_url":"https://github.com/nebius/contree-cli","title":"nebius/contree-cli","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-03-13T14:47:42+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"},{"id":"ace3029b-afb2-4b63-99ab-34603989dce4","url":"https://onlylabs.fyi/signals/ace3029b-afb2-4b63-99ab-34603989dce4","source_url":"https://github.com/nebius/packer-plugin-nebius","title":"nebius/packer-plugin-nebius","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-02-13T15:45:48+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"}]}