@rasbt
Creator · rasbt
Last updated · Sep 1, 2026
Python Machine Learning Book
STRONG · 77Community indexed
The "Python Machine Learning (1st edition)" book code repository and info resource
Creator · rasbt
Last updated · Sep 1, 2026
The "Python Machine Learning (1st edition)" book code repository and info resource
Creator · rasbt
Last updated · Sep 1, 2026
The "Python Machine Learning (1st edition)" book code repository and info resource
Creator · rasbt
Last updated · Sep 1, 2026
The "Python Machine Learning (1st edition)" book code repository and info resource
Creator · rasbt
Last updated · Sep 1, 2026
The "Python Machine Learning (1st edition)" book code repository and info resource
Review then install
Install targets
Codex install prompt
Install the "Python Machine Learning Book" agent skill from https://github.com/rasbt/python-machine-learning-book. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: The "Python Machine Learning (1st edition)" book code repository and info resource After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"rasbt-python-machine-learning-book","task":"Install Python Machine Learning Book","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.
Scenario
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add rasbt/python-machine-learning-book
Maintenance
stale
2y since push
Risk
Needs review
Repository appears stale
GitHub quality
13K
83/100 Quality · 85/100 Trust
Coverage tags
Review notes
Repository appears stale · Financial research output is not financial advice; require human review before any live investment decision
Agent adoption scorecard
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Review then installGood shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Use as the primary candidate after human or sandbox review.
Stars
13K GitHub stars
Repo activity
13K stars, 4.4K forks
Maintenance
2y since push
License
MIT
Install
npx skills add rasbt/python-machine-learning-book
Agent-readable metadata
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add rasbt/python-machine-learning-bookDo not use when
Agent safety v2
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
Agent resolve plan
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Open JSON
/api/agent/resolve?task=Use%20Python%20Machine%20Learning%20Book%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Python%20Machine%20Learning%20Book%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/rasbt-python-machine-learning-book/install
Agent should check
Copy prompt
Task: Use Python Machine Learning Book in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Python%20Machine%20Learning%20Book%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/rasbt-python-machine-learning-book/install
Install command: npx skills add rasbt/python-machine-learning-book
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/rasbt-python-machine-learning-book/install
LLM text format
/api/skills/rasbt-python-machine-learning-book/install?format=text
Find alternatives
/api/skills/search?q=Python%20Machine%20Learning%20Book&limit=3
Agent prompt
Use Python Machine Learning Book for this task. Review https://www.openagentskill.com/api/skills/rasbt-python-machine-learning-book/install, then install with: npx skills add rasbt/python-machine-learning-bookRegistry metadata
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/rasbt-python-machine-learning-book
LLM text
/api/registry/manifest/rasbt-python-machine-learning-book?format=text
Install alias
/api/registry/install/rasbt-python-machine-learning-book
Recommend
/api/registry/recommend?task=Use%20Python%20Machine%20Learning%20Book%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Jupyter Notebook, Machine Learning, Claude Code
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Role in stack
Primary pick
Primary fit
Coding agents
Trust label
Production-ready
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
GitHub adoption
PASS13K GitHub stars
Stars/forks activity
PASS13K stars, 4.4K forks; issue activity unavailable in current metadata
Recent maintenance
FIX2y since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Use as the primary candidate after human or sandbox review.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Manage repositories
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Search private knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Workflow fit
Inspect, patch, and verify code
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Ingest, retrieve, and cite
A workflow for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Alternative shortlist
Similar skills that may fit this task.
Cross-platform, customizable ML solutions for live and streaming media.
An Open Source Machine Learning Framework for Everyone
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
Tensors and Dynamic neural networks in Python with strong GPU acceleration
The "Python Machine Learning (1st edition)" book code repository and info resource
Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, domain workflow, RAG, document-processing, data, finance, security, or developer-tool signals. Protocol-server projects are excluded from automated imports.
Frameworks & tools
Decision snapshot
12,612 GitHub stars
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for Python Machine Learning Book, ready for a manual X post.
Python Machine Learning Book: The "Python Machine Learning (1st edition)" book code repository and info resource 12.6K stars https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=x
Listing + install path for Python Machine Learning Book: https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=x Install: npx skills add rasbt/python-machine-learning-book
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Community indexed listing is attributed to rasbt but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book/audit)
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)rasbt✓
@rasbt
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Review then install
Mediapipe
Cross-platform, customizable ML solutions for live and streaming media.
35.7K StarsTensorflow
An Open Source Machine Learning Framework for Everyone
195.7K StarsTransformers
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
161.6K StarsPytorch
Tensors and Dynamic neural networks in Python with strong GPU acceleration
100.8K StarsReview then install
Install targets
Codex install prompt
Install the "Python Machine Learning Book" agent skill from https://github.com/rasbt/python-machine-learning-book. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: The "Python Machine Learning (1st edition)" book code repository and info resource After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"rasbt-python-machine-learning-book","task":"Install Python Machine Learning Book","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.
Scenario
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add rasbt/python-machine-learning-book
Maintenance
stale
2y since push
Risk
Needs review
Repository appears stale
GitHub quality
13K
83/100 Quality · 85/100 Trust
Coverage tags
Review notes
Repository appears stale · Financial research output is not financial advice; require human review before any live investment decision
Agent adoption scorecard
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Review then installGood shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Use as the primary candidate after human or sandbox review.
Stars
13K GitHub stars
Repo activity
13K stars, 4.4K forks
Maintenance
2y since push
License
MIT
Install
npx skills add rasbt/python-machine-learning-book
Agent-readable metadata
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add rasbt/python-machine-learning-bookDo not use when
Agent safety v2
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
Agent resolve plan
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Open JSON
/api/agent/resolve?task=Use%20Python%20Machine%20Learning%20Book%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Python%20Machine%20Learning%20Book%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/rasbt-python-machine-learning-book/install
Agent should check
Copy prompt
Task: Use Python Machine Learning Book in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Python%20Machine%20Learning%20Book%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/rasbt-python-machine-learning-book/install
Install command: npx skills add rasbt/python-machine-learning-book
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/rasbt-python-machine-learning-book/install
LLM text format
/api/skills/rasbt-python-machine-learning-book/install?format=text
Find alternatives
/api/skills/search?q=Python%20Machine%20Learning%20Book&limit=3
Agent prompt
Use Python Machine Learning Book for this task. Review https://www.openagentskill.com/api/skills/rasbt-python-machine-learning-book/install, then install with: npx skills add rasbt/python-machine-learning-bookRegistry metadata
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/rasbt-python-machine-learning-book
LLM text
/api/registry/manifest/rasbt-python-machine-learning-book?format=text
Install alias
/api/registry/install/rasbt-python-machine-learning-book
Recommend
/api/registry/recommend?task=Use%20Python%20Machine%20Learning%20Book%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Jupyter Notebook, Machine Learning, Claude Code
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Role in stack
Primary pick
Primary fit
Coding agents
Trust label
Production-ready
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
GitHub adoption
PASS13K GitHub stars
Stars/forks activity
PASS13K stars, 4.4K forks; issue activity unavailable in current metadata
Recent maintenance
FIX2y since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Use as the primary candidate after human or sandbox review.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Manage repositories
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Search private knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Workflow fit
Inspect, patch, and verify code
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Ingest, retrieve, and cite
A workflow for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Alternative shortlist
Similar skills that may fit this task.
Cross-platform, customizable ML solutions for live and streaming media.
An Open Source Machine Learning Framework for Everyone
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
Tensors and Dynamic neural networks in Python with strong GPU acceleration
The "Python Machine Learning (1st edition)" book code repository and info resource
Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, domain workflow, RAG, document-processing, data, finance, security, or developer-tool signals. Protocol-server projects are excluded from automated imports.
Frameworks & tools
Decision snapshot
12,612 GitHub stars
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for Python Machine Learning Book, ready for a manual X post.
Python Machine Learning Book: The "Python Machine Learning (1st edition)" book code repository and info resource 12.6K stars https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=x
Listing + install path for Python Machine Learning Book: https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=x Install: npx skills add rasbt/python-machine-learning-book
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Community indexed listing is attributed to rasbt but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book/audit)
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)rasbt✓
@rasbt
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Review then install
Mediapipe
Cross-platform, customizable ML solutions for live and streaming media.
35.7K StarsTensorflow
An Open Source Machine Learning Framework for Everyone
195.7K StarsTransformers
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
161.6K StarsPytorch
Tensors and Dynamic neural networks in Python with strong GPU acceleration
100.8K StarsReview then install
Install targets
Codex install prompt
Install the "Python Machine Learning Book" agent skill from https://github.com/rasbt/python-machine-learning-book. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: The "Python Machine Learning (1st edition)" book code repository and info resource After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"rasbt-python-machine-learning-book","task":"Install Python Machine Learning Book","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.
Scenario
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add rasbt/python-machine-learning-book
Maintenance
stale
2y since push
Risk
Needs review
Repository appears stale
GitHub quality
13K
83/100 Quality · 85/100 Trust
Coverage tags
Review notes
Repository appears stale · Financial research output is not financial advice; require human review before any live investment decision
Agent adoption scorecard
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Review then installGood shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Use as the primary candidate after human or sandbox review.
Stars
13K GitHub stars
Repo activity
13K stars, 4.4K forks
Maintenance
2y since push
License
MIT
Install
npx skills add rasbt/python-machine-learning-book
Agent-readable metadata
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add rasbt/python-machine-learning-bookDo not use when
Agent safety v2
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
Agent resolve plan
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Open JSON
/api/agent/resolve?task=Use%20Python%20Machine%20Learning%20Book%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Python%20Machine%20Learning%20Book%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/rasbt-python-machine-learning-book/install
Agent should check
Copy prompt
Task: Use Python Machine Learning Book in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Python%20Machine%20Learning%20Book%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/rasbt-python-machine-learning-book/install
Install command: npx skills add rasbt/python-machine-learning-book
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/rasbt-python-machine-learning-book/install
LLM text format
/api/skills/rasbt-python-machine-learning-book/install?format=text
Find alternatives
/api/skills/search?q=Python%20Machine%20Learning%20Book&limit=3
Agent prompt
Use Python Machine Learning Book for this task. Review https://www.openagentskill.com/api/skills/rasbt-python-machine-learning-book/install, then install with: npx skills add rasbt/python-machine-learning-bookRegistry metadata
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/rasbt-python-machine-learning-book
LLM text
/api/registry/manifest/rasbt-python-machine-learning-book?format=text
Install alias
/api/registry/install/rasbt-python-machine-learning-book
Recommend
/api/registry/recommend?task=Use%20Python%20Machine%20Learning%20Book%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Jupyter Notebook, Machine Learning, Claude Code
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Role in stack
Primary pick
Primary fit
Coding agents
Trust label
Production-ready
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
GitHub adoption
PASS13K GitHub stars
Stars/forks activity
PASS13K stars, 4.4K forks; issue activity unavailable in current metadata
Recent maintenance
FIX2y since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Use as the primary candidate after human or sandbox review.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Manage repositories
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Search private knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Workflow fit
Inspect, patch, and verify code
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Ingest, retrieve, and cite
A workflow for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Alternative shortlist
Similar skills that may fit this task.
Cross-platform, customizable ML solutions for live and streaming media.
An Open Source Machine Learning Framework for Everyone
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
Tensors and Dynamic neural networks in Python with strong GPU acceleration
The "Python Machine Learning (1st edition)" book code repository and info resource
Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, domain workflow, RAG, document-processing, data, finance, security, or developer-tool signals. Protocol-server projects are excluded from automated imports.
Frameworks & tools
Decision snapshot
12,612 GitHub stars
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for Python Machine Learning Book, ready for a manual X post.
Python Machine Learning Book: The "Python Machine Learning (1st edition)" book code repository and info resource 12.6K stars https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=x
Listing + install path for Python Machine Learning Book: https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=x Install: npx skills add rasbt/python-machine-learning-book
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Community indexed listing is attributed to rasbt but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book/audit)
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)rasbt✓
@rasbt
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Review then install
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Install targets
Codex install prompt
Install the "Python Machine Learning Book" agent skill from https://github.com/rasbt/python-machine-learning-book. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: The "Python Machine Learning (1st edition)" book code repository and info resource After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"rasbt-python-machine-learning-book","task":"Install Python Machine Learning Book","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.
Scenario
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add rasbt/python-machine-learning-book
Maintenance
stale
2y since push
Risk
Needs review
Repository appears stale
GitHub quality
13K
83/100 Quality · 85/100 Trust
Coverage tags
Review notes
Repository appears stale · Financial research output is not financial advice; require human review before any live investment decision
Agent adoption scorecard
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Review then installGood shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Use as the primary candidate after human or sandbox review.
Stars
13K GitHub stars
Repo activity
13K stars, 4.4K forks
Maintenance
2y since push
License
MIT
Install
npx skills add rasbt/python-machine-learning-book
Agent-readable metadata
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add rasbt/python-machine-learning-bookDo not use when
Agent safety v2
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
Agent resolve plan
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Open JSON
/api/agent/resolve?task=Use%20Python%20Machine%20Learning%20Book%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Python%20Machine%20Learning%20Book%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/rasbt-python-machine-learning-book/install
Agent should check
Copy prompt
Task: Use Python Machine Learning Book in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Python%20Machine%20Learning%20Book%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/rasbt-python-machine-learning-book/install
Install command: npx skills add rasbt/python-machine-learning-book
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/rasbt-python-machine-learning-book/install
LLM text format
/api/skills/rasbt-python-machine-learning-book/install?format=text
Find alternatives
/api/skills/search?q=Python%20Machine%20Learning%20Book&limit=3
Agent prompt
Use Python Machine Learning Book for this task. Review https://www.openagentskill.com/api/skills/rasbt-python-machine-learning-book/install, then install with: npx skills add rasbt/python-machine-learning-bookRegistry metadata
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/rasbt-python-machine-learning-book
LLM text
/api/registry/manifest/rasbt-python-machine-learning-book?format=text
Install alias
/api/registry/install/rasbt-python-machine-learning-book
Recommend
/api/registry/recommend?task=Use%20Python%20Machine%20Learning%20Book%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Jupyter Notebook, Machine Learning, Claude Code
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Role in stack
Primary pick
Primary fit
Coding agents
Trust label
Production-ready
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
GitHub adoption
PASS13K GitHub stars
Stars/forks activity
PASS13K stars, 4.4K forks; issue activity unavailable in current metadata
Recent maintenance
FIX2y since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Use as the primary candidate after human or sandbox review.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Manage repositories
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Search private knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Workflow fit
Inspect, patch, and verify code
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Ingest, retrieve, and cite
A workflow for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Alternative shortlist
Similar skills that may fit this task.
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The "Python Machine Learning (1st edition)" book code repository and info resource
Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, domain workflow, RAG, document-processing, data, finance, security, or developer-tool signals. Protocol-server projects are excluded from automated imports.
Frameworks & tools
Decision snapshot
12,612 GitHub stars
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for Python Machine Learning Book, ready for a manual X post.
Python Machine Learning Book: The "Python Machine Learning (1st edition)" book code repository and info resource 12.6K stars https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=x
Listing + install path for Python Machine Learning Book: https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=x Install: npx skills add rasbt/python-machine-learning-book
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Community indexed listing is attributed to rasbt but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book/audit)
[](https://www.openagentskill.com/skills/rasbt-python-machine-learning-book?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)rasbt✓
@rasbt
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Review then install
Mediapipe
Cross-platform, customizable ML solutions for live and streaming media.
35.7K StarsTensorflow
An Open Source Machine Learning Framework for Everyone
195.7K StarsTransformers
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
161.6K StarsPytorch
Tensors and Dynamic neural networks in Python with strong GPU acceleration
100.8K Starsstandard package or runtime install path
Permission surface
filesystem or document access, network or browser access
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Install readiness
standard package or runtime install path
Permission surface
filesystem or document access, network or browser access
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Install readiness
standard package or runtime install path
Permission surface
filesystem or document access, network or browser access
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Install readiness
standard package or runtime install path
Permission surface
filesystem or document access, network or browser access
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Install readiness