{"id":22577195,"url":"https://github.com/yasenstar/ai-ml-dl","last_synced_at":"2025-03-28T16:13:51.474Z","repository":{"id":265003658,"uuid":"894843678","full_name":"yasenstar/ai-ml-dl","owner":"yasenstar","description":"Learning repository for Artificial Intelligence (AI), Machine Learning (ML) and Deep Learning (DL)","archived":false,"fork":false,"pushed_at":"2025-02-01T05:32:37.000Z","size":4168,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-19T21:49:45.167Z","etag":null,"topics":["ai","artificial-intelligence","deep-learning","dl","gl","machine-learning","ml"],"latest_commit_sha":null,"homepage":"https://yasenstar.github.io/ai-ml-dl/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/yasenstar.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":".github/FUNDING.yml","license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null},"funding":{"github":"yasenstar","patreon":null,"open_collective":null,"ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"lfx_crowdfunding":null,"polar":null,"buy_me_a_coffee":"yasen","thanks_dev":null,"custom":null}},"created_at":"2024-11-27T05:13:03.000Z","updated_at":"2025-02-01T05:32:41.000Z","dependencies_parsed_at":"2024-11-27T06:38:15.836Z","dependency_job_id":null,"html_url":"https://github.com/yasenstar/ai-ml-dl","commit_stats":null,"previous_names":["yasenstar/ai-ml-dl"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yasenstar%2Fai-ml-dl","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yasenstar%2Fai-ml-dl/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yasenstar%2Fai-ml-dl/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yasenstar%2Fai-ml-dl/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/yasenstar","download_url":"https://codeload.github.com/yasenstar/ai-ml-dl/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246059336,"owners_count":20717085,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","artificial-intelligence","deep-learning","dl","gl","machine-learning","ml"],"created_at":"2024-12-08T04:12:09.373Z","updated_at":"2025-03-28T16:13:51.454Z","avatar_url":"https://github.com/yasenstar.png","language":"Python","funding_links":["https://github.com/sponsors/yasenstar","https://buymeacoffee.com/yasen"],"categories":[],"sub_categories":[],"readme":"# AI - ML - DL and Data Science\n\nLearning repository for Artificial Intelligence (AI), Machine Learning (ML) and Deep Learning (DL)\n\n- [AI - Artificial Intelligence](AI/README.md)\n- [ML - Machine Learning](ML/README.md)\n- [DL - Deep Learning](DL/README.md)\n\nIllustration of the overall relationships of those \"learnings\" and \"analytics\":\n\n![AI,ML,DL and GI - How it fall fits together!](img/GL-DL-ML-AI-DA.png)\n\nThanks Source: https://www.linkedin.com/pulse/how-does-ai-ml-dl-gi-fit-together-anang-b-singh/\n\n## High Level Comparison: AI vs ML vs DL\n\nThanks Source: https://www.analyticsvidhya.com/articles/machine-learning-vs-artificial-intelligence-vs-deep-learning/\n\n| Artificial Intelligence (AI) | Machine Learning (ML) | Deep Learning (DL) |\n| :-- | :-- | :-- |\n| AI simulates human intelligence to perform tasks and make decisions. | ML is a subset of AI that uses algorithms to learn patterns from data. | DL is a subset of ML that employs artificial neural networks for complex tasks. |\n| AI may or may not require large datasets; it can use predefined rules. | ML heavily relies on labeled data for training and making predictions. | DL requires extensive labeled data and performs exceptionally with big datasets. |\n| AI can be rule-based, requiring human programming and intervention. | ML automates learning from data and requires less manual intervention. | DL automates feature extraction, reducing the need for manual enginnering. |\n| AI can handel various tasks, from simple to complex, across domains. | ML specializes in data-driven tasks like classification, regression, etc. | DL excels at complext tasks like image recognition, natural language processing, and more. |\n| AI algorithms can be simple or complex, depending on the application. | ML employes various algorithms like decision trees, SVM, and random forests. | DL relies on deep neural networks, which can have numerous hidden layers for complex learning. |\n| AI may require less training time and resources for rule-based systems. | ML training time varies with the algorithm complexity and dataset size. | DL training demands substantial computational resources and time for deep networks. |\n| AI systems may offer interpretable results based on human rules. | ML models can be interpretable or less interpretable baesd on the algorithm. | DL models are often considered less interpretable due to complex network architectures. |\n| AI is used in virtual assitants, recommendation systems, and more. | ML is applied in image recognition, spam filtering, and other data tasks. | DL is utilized in autonomous vehicles, speech recognition, and advanced AI applications. |\n\n## Tools used in this Repository\n\n- [FreePlane](https://docs.freeplane.org/): open source mindmapping tool\n\n---\n\nWelcome questions and suggestions, send to [here](mailto:xiaoqizhao@outlook.com) directly, or using [Discussion board](https://github.com/yasenstar/ai-ml-dl/discussions).","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyasenstar%2Fai-ml-dl","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fyasenstar%2Fai-ml-dl","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyasenstar%2Fai-ml-dl/lists"}