{"data":{"slug":"b7leung-mle-flashcards","name":"MLE-Flashcards","tagline":"200+ detailed flashcards useful for reviewing topics in machine learning, computer vision, and computer science.","github_url":"https://github.com/b7leung/MLE-Flashcards","owner":"b7leung","repo":"MLE-Flashcards","owner_avatar_url":"https://avatars.githubusercontent.com/u/20059131?v=4","primary_language":null,"stars":2426,"forks":218,"topics":["ai","artificial-intelligence","computer-science","computer-vision","flashcards","interview","interview-preparation","machine-learning","review"],"archived":false,"github_pushed_at":"2026-04-30T05:33:31+00:00","maintenance_label":"Steady","url":"https://www.graphcanon.com/tools/b7leung-mle-flashcards","markdown_url":"https://www.graphcanon.com/tools/b7leung-mle-flashcards.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/b7leung-mle-flashcards","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=b7leung-mle-flashcards","description":"200+ detailed flashcards useful for reviewing topics in machine learning, computer vision, and computer science.","homepage_url":null,"license":"GPL-3.0","open_issues":4,"watchers":38,"ai_summary":null,"readme_excerpt":"# Machine Learning Flashcards\n\n250+ flashcards I made as an exercise & reference for myself, after from years of ML research, coursework, & independent study. Hopefully other people can benefit from them as well, for study or interview prep!\n\nTopics covered includes: **computer science, classical ML, modern deep learning, 2D/3D computer vision, NLP, reinforcement learning, generative models**.\n\n\n\n\n\n\n# Intended Scope and Audience\n\nThese flashcards generally assume a good foundation in these topics, and a lot of technical terminology is used. Potential approaches may differ depending on your current experience:\n\n* Already have a __good foundation in ML__: you can probably use them __as-is to review__ and fill in any missing knowledge gaps\n\n* __Newer to ML__, this may provide a good overview of what is out there, and I'd suggest also __refering to other materials focused on education__ & learning (see \"additional links\" below)\n\nNote that some topics are covered more comprehensively/accurately than others -- and because the field is constantly changing, this is not meant to be a definitive resource. There may be errors in these slides, or things that I've missed. If so, feel free let me know!\n\n# Changelog\n\n* **May 2025** -- Updated with topics in RL, NeRFs, gaussian splatting, generative models, LLMs, and VLMs. Switched to powerpoint due to better equation editing.\n* **July 2022** -- Initial set of flashcards.\n\n# Additional Links & Resources\n\n  * http://cs231n.stanford.edu/\n  * https://genai-handbook.github.io/\n  * https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ\n  * https://fullstackdeeplearning.com/spring2021/\n  * https://huyenchip.com/ml-interviews-book/","github_created_at":"2022-07-23T05:05:08+00:00","created_at":"2026-07-11T12:23:40.768523+00:00","updated_at":"2026-07-11T12:23:53.623529+00:00","categories":[{"slug":"llm-frameworks","name":"LLM Frameworks","url":"https://www.graphcanon.com/categories/llm-frameworks","markdown_url":"https://www.graphcanon.com/categories/llm-frameworks.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/llm-frameworks"},{"slug":"computer-vision","name":"Computer Vision","url":"https://www.graphcanon.com/categories/computer-vision","markdown_url":"https://www.graphcanon.com/categories/computer-vision.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/computer-vision"}],"tags":[{"slug":"computer-science","name":"computer-science"},{"slug":"interview","name":"interview"},{"slug":"ai","name":"ai"},{"slug":"artificial-intelligence","name":"artificial-intelligence"},{"slug":"machine-learning","name":"machine-learning"},{"slug":"interview-preparation","name":"interview-preparation"},{"slug":"flashcards","name":"flashcards"},{"slug":"computer-vision","name":"computer-vision"}],"trust":{"provenance":{"is_fork":false,"github_id":516962930,"owner_type":"User","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-07-11T12:23:46.634Z","maintenance":{"label":"Steady","score":60,"methodology":"github_public_v1","releases_90d":0,"days_since_push":72,"last_release_at":null},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T12:23:50.528Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-07-11T12:23:48.154Z"},"license_spdx":{"value":"GPL-3.0","source":"github.license","observed_at":"2026-07-11T12:23:48.154Z"}}}}