{"id":"yanshengjia-ml-road","name":"ml-road","homepage":null,"repo_url":"https://github.com/yanshengjia/ml-road","category":"ai-ml","subcategories":[],"tags":["machine-learning","deep-learning","nlp","computer-vision","learning-resources","curated-links","education","python"],"what_it_does":"ml-road is a GitHub repository that curates educational resources (courses, books, and links) related to machine learning and agentic AI. It primarily serves as a reading/training roadmap rather than providing an executable ML library or an API service.","use_cases":["Learning/curating references for machine learning, deep learning, NLP, and computer vision","Building a self-study curriculum using linked courses and textbooks","Quickly locating external materials (e.g., course pages, PDFs, slides) for study planning"],"not_for":["Production ML deployment as a library/service","Programmatic integration as an API (no endpoints provided)","Commercial use of the linked resources if the maintainer’s disclaimer is followed"],"best_when":"You want a centralized list of learning resources and references to guide self-directed study.","avoid_when":"You need a software component with programmatic interfaces (REST/SDK) or operational guarantees (uptime, retries, etc.).","alternatives":["Awesome machine learning / deep learning curated lists (community-maintained)","d2l/Deep Learning textbook resources and open course materials","Kaggle Learn and other structured learning platforms","Research repositories and course offerings from official institutions (e.g., Stanford CS231n/CS224n pages)"],"af_score":15.0,"security_score":17.5,"reliability_score":15.0,"package_type":"skill","discovery_source":["openclaw"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-29T14:59:33.968938+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No authentication is applicable; the repo is a static/curated resources listing."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing model described; repository appears to be educational content only."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":15.0,"security_score":17.5,"reliability_score":15.0,"mcp_server_quality":0.0,"documentation_accuracy":30.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":100.0,"rate_limit_clarity":0.0,"tls_enforcement":0.0,"auth_strength":0.0,"scope_granularity":0.0,"dependency_hygiene":50.0,"secret_handling":50.0,"security_notes":"As a curated-links educational repository, it has no authentication, no network service, and no secret-handling concerns observable from the provided README. Primary security risk is indirect: external links (PDFs/files) may host copyrighted or untrusted content; downloading/running anything from linked resources should be handled carefully.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":20.0,"error_recovery":0.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Not an API or SDK; an agent cannot call it to perform actions—only manual browsing/reading is possible.","Many links are external and may change or disappear; robustness depends on third-party sites.","Repo includes a disclaimer about educational/commercial use, so downstream compliance should be considered."]}}