{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-roadmap","slug":"roadmap","name":"Roadmap","type":"repo","url":"https://github.com/mrdbourke/machine-learning-roadmap","page_url":"https://unfragile.ai/roadmap","categories":["productivity"],"tags":[],"pricing":{"model":"open_source","free":true,"starting_price":null},"status":"inactive","verified":false},"capabilities":[{"id":"awesome-roadmap__cap_0","uri":"capability://memory.knowledge.concept.mapping.for.machine.learning","name":"concept mapping for machine learning","description":"This capability provides a structured visualization of machine learning concepts, utilizing a graph-based approach to connect various topics and tools. It organizes knowledge hierarchically, allowing users to navigate through foundational concepts to advanced techniques, making it easier to understand the relationships between different areas of machine learning. The roadmap is designed to be interactive, enabling users to click through links for deeper exploration of each concept.","intents":["How do I understand the relationships between different machine learning concepts?","What are the key topics I need to learn for machine learning?","Can I find a structured way to learn machine learning tools and techniques?"],"best_for":["beginners in machine learning looking for a structured learning path"],"limitations":["Static content may not reflect the latest advancements in machine learning"],"requires":["Web browser for access"],"input_types":["none"],"output_types":["text","structured data"],"categories":["memory-knowledge","educational-resources"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-roadmap__cap_1","uri":"capability://memory.knowledge.resource.linking.for.machine.learning.tools","name":"resource linking for machine learning tools","description":"This capability aggregates and links to various tools and resources relevant to machine learning, providing users with direct access to libraries, frameworks, and datasets. It employs a curated approach, ensuring that the resources are up-to-date and relevant, and categorizes them based on their application in the learning process. Users can find tools categorized by their specific use cases, such as data preprocessing or model evaluation.","intents":["Where can I find the best tools for data preprocessing in machine learning?","What libraries should I use for building neural networks?","Can I get a list of datasets for training machine learning models?"],"best_for":["data scientists and machine learning practitioners seeking efficient tool access"],"limitations":["Links may become outdated if not regularly maintained"],"requires":["Web browser for access"],"input_types":["none"],"output_types":["text","structured data"],"categories":["memory-knowledge","resource-aggregation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-roadmap__cap_2","uri":"capability://planning.reasoning.learning.path.suggestions.for.machine.learning","name":"learning path suggestions for machine learning","description":"This capability offers personalized learning paths based on user input regarding their current knowledge level and learning goals. It uses a decision-tree approach to guide users through the roadmap, suggesting specific topics and resources tailored to their needs. This adaptive learning strategy helps users efficiently navigate their learning journey, ensuring they focus on the most relevant concepts first.","intents":["How can I create a personalized learning path for machine learning?","What topics should I prioritize based on my background?","Can I get recommendations for learning resources based on my goals?"],"best_for":["individual learners wanting a tailored approach to studying machine learning"],"limitations":["Personalization is limited to predefined pathways and may not cover all user scenarios"],"requires":["Web browser for access"],"input_types":["text"],"output_types":["text","structured data"],"categories":["planning-reasoning","personalized-learning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":21,"verified":false,"data_access_risk":"low","permissions":["Web browser for access"],"failure_modes":["Static content may not reflect the latest advancements in machine learning","Links may become outdated if not regularly maintained","Personalization is limited to predefined pathways and may not cover all user scenarios","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.21,"ecosystem":0.39999999999999997,"match_graph":0.25,"freshness":0.27,"weights":{"adoption":0.3,"quality":0.2,"ecosystem":0.15,"match_graph":0.3,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"inactive","updated_at":"2026-06-17T09:51:04.048Z","last_scraped_at":"2026-05-03T14:00:23.056Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=roadmap","compare_url":"https://unfragile.ai/compare?artifact=roadmap"}},"signature":"pwA2gHr3xnoKGT2zbM7xt1yrTAMji5t1S+xWj7OAMpOG1pOB/uZVLJ+VIXY96nvUNslZavAIpAW3F032qpKYBw==","signedAt":"2026-06-21T15:30:12.865Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/roadmap","artifact":"https://unfragile.ai/roadmap","verify":"https://unfragile.ai/api/v1/verify?slug=roadmap","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}