《深度学习入门：基于Python的理论与实现》电子版及配套代码。
Supply asset profile
Deep research, source comparison, literature review, RAG, knowledge search, and reports.
Scenario
Document processing
I need my agent to read PDFs, extract tables, and turn documents into structured data.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add qiaohaoforever/DeepLearningFromScratch
Maintenance
stable
8mo since push
Risk
Needs review
Quality score needs review
GitHub quality
1.1K
78/100 quality · 82/100 trust
Coverage tags
Review notes
Quality score needs review · Documentation summary is thin
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
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Needs reviewInstall readiness, security metadata, maintenance, and adoption risk.
Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
1.1K GitHub stars
Repo activity
1.1K stars, 271 forks
Maintenance
8mo since push
License
MIT
Install
npx skills add qiaohaoforever/DeepLearningFromScratch
Install safety
standard package or runtime install path
Permission surface
filesystem or document access
Agent outcomes
No agent outcome data yet
Docs
Thin public metadata
Risk summary
Install readiness
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 qiaohaoforever/DeepLearningFromScratchDo 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.
Install targets
Copy the registry command or an agent-specific install prompt for Codex, Claude Code, and Cursor.
Use the registry command when your workflow supports the OpenAgentSkill installer.
$ npx skills add qiaohaoforever/DeepLearningFromScratchAgent 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.
Resolve JSON
/api/agent/resolve?task=Use%20DeepLearningFromScratch%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20DeepLearningFromScratch%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/qiaohaoforever-deeplearningfromscratch/install
Agent should check
Copy prompt
Task: Use DeepLearningFromScratch in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20DeepLearningFromScratch%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/qiaohaoforever-deeplearningfromscratch/install
Install command: npx skills add qiaohaoforever/DeepLearningFromScratch
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/qiaohaoforever-deeplearningfromscratch/install
LLM text format
/api/skills/qiaohaoforever-deeplearningfromscratch/install?format=text
Find alternatives
/api/skills/search?q=DeepLearningFromScratch&limit=3
Agent prompt
Use DeepLearningFromScratch for this task. Review https://www.openagentskill.com/api/skills/qiaohaoforever-deeplearningfromscratch/install, then install with: npx skills add qiaohaoforever/DeepLearningFromScratchRegistry 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/qiaohaoforever-deeplearningfromscratch
LLM text
/api/registry/manifest/qiaohaoforever-deeplearningfromscratch?format=text
Install alias
/api/registry/install/qiaohaoforever-deeplearningfromscratch
Recommend
/api/registry/recommend?task=Use%20DeepLearningFromScratch%20in%20an%20agent%20workflow&limit=3
Agent fit
Document processing
Use-case tags
Platforms
Python, PDF, Claude Code
Audit report
Review install readiness, maintenance, trust, quality, and metadata warnings before adding this skill to an agent workflow.
Agent decision cockpit
Shortlist this skill and compare it with close alternatives before production adoption.
Role in stack
Companion skill
Primary fit
Document processing
Trust label
Strong shortlist
Install path
Command ready
Use when
Evidence
Review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
PASS1.1K GitHub stars
Stars/forks activity
PASS1.1K stars, 271 forks; issue activity unavailable in current metadata
Recent maintenance
INFO8mo since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Parse messy files
I need my agent to read PDFs, extract tables, and turn documents into structured data.
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Search private knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Stack fit
Inspect, patch, and verify code
A stack for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Ingest, retrieve, and cite
A stack for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Turn skills into distribution
A stack for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Alternative shortlist
Similar skills in this category, ranked with the same readiness and quality signals.
Python tool for converting files and office documents to Markdown.
Turn any PDF or image document into structured data for your AI. A powerful, lightweight OCR toolkit that bridges the gap between images/PDFs and LLMs. Supports 100+ languages.
#1 PDF Application on GitHub that lets you edit PDFs on any device anywhere
Tesseract Open Source OCR Engine (main repository)
《深度学习入门：基于Python的理论与实现》电子版及配套代码。
Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, RAG, or developer-tool signals. Protocol-server projects are excluded from automated imports.
Frameworks & Tools
Decision snapshot
1,133 GitHub stars
Audit snapshot
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 audit before production use.
Growth loop
Scenario-led draft for DeepLearningFromScratch, ready for a manual X post.
Most coding agents don't fail from lack of model power. They fail when repo context disappears. DeepLearningFromScratch gives coding agents a repeatable way to plan, patc... 1.1K stars https://www.openagentskill.com/skills/qiaohaoforever-deeplearningfromscratch?ref=x #AIAgents
Listing + install path for DeepLearningFromScratch: https://www.openagentskill.com/skills/qiaohaoforever-deeplearningfromscratch?ref=x Install: npx skills add qiaohaoforever/DeepLearningFromScratch
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 qiaohaoforever 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/qiaohaoforever-deeplearningfromscratch)
[](https://www.openagentskill.com/skills/qiaohaoforever-deeplearningfromscratch)
[](https://www.openagentskill.com/skills/qiaohaoforever-deeplearningfromscratch/audit)
[](https://www.openagentskill.com/skills/qiaohaoforever-deeplearningfromscratch)qiaohaoforever✓
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Sandbox only
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