{"id":17998101,"url":"https://github.com/cookiengineer/machine-learning-for-dummies","last_synced_at":"2025-03-26T04:31:38.996Z","repository":{"id":48169068,"uuid":"79495292","full_name":"cookiengineer/machine-learning-for-dummies","owner":"cookiengineer","description":"Machine Learning for Dummies (aka Artificial Intelligence aka Deep Learning)","archived":false,"fork":false,"pushed_at":"2020-12-16T20:01:37.000Z","size":169,"stargazers_count":71,"open_issues_count":0,"forks_count":12,"subscribers_count":9,"default_branch":"master","last_synced_at":"2025-03-21T06:41:31.338Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"JavaScript","has_issues":false,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/cookiengineer.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":".github/FUNDING.yml","license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null},"funding":{"github":"cookiengineer"}},"created_at":"2017-01-19T21:07:29.000Z","updated_at":"2025-01-19T15:19:38.000Z","dependencies_parsed_at":"2022-09-26T18:20:43.900Z","dependency_job_id":null,"html_url":"https://github.com/cookiengineer/machine-learning-for-dummies","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cookiengineer%2Fmachine-learning-for-dummies","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cookiengineer%2Fmachine-learning-for-dummies/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cookiengineer%2Fmachine-learning-for-dummies/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cookiengineer%2Fmachine-learning-for-dummies/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/cookiengineer","download_url":"https://codeload.github.com/cookiengineer/machine-learning-for-dummies/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245589265,"owners_count":20640254,"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":[],"created_at":"2024-10-29T21:24:02.306Z","updated_at":"2025-03-26T04:31:38.494Z","avatar_url":"https://github.com/cookiengineer.png","language":"JavaScript","funding_links":["https://github.com/sponsors/cookiengineer"],"categories":[],"sub_categories":[],"readme":"\n# Machine Learning for Dummies\n\nThis article series can be seen as a developer's guide to\nlearning everything about Artificial Intelligence and\nMachine Learning.\n\nThe series will teach everything in programming terms and\ntry to avoid stupid Maths wherever possible.\n\nThere's also an accompanying article series on Medium -\nthough as Medium has not so good code integration capabilities\nit is recommended to use this repository for reference.\n\nEach chapter also has an `/example` folder that contains\nthe final project that the reader has to build to complete\nthe chapter for itself.\n\nThe philosophy of this article series is mostly something\nalong the lines of \"If you haven't coded it, you probably\ntalk bullshit anyways.\".\n\nSo the reader is highly encouraged to code, build practical\nprojects and to find mistakes my code :)\n\n\n# Chapter 1\n\n1. [Introduction](./chapter-01/00-intro.md)\n2. [Neural Network Basics](./chapter-01/01-neural-network-basics.md)\n3. [Activation Function](./chapter-01/02-activation-function.md)\n4. [Feed-Forward Network](./chapter-01/03-feed-forward-network.md)\n5. [Brain (Homework)](./chapter-01/04-homework.md)\n\nThis chapter also includes a [solution](./chapter-01/solution).\n\n# Chapter 2\n\n1. [Genetic Programming](./chapter-02/01-genetic-programming.md)\n2. [Neural Network Genome](./chapter-02/02-neural-network-genome.md)\n3. [Evolution](./chapter-02/03-evolution.md)\n4. [Flappy Plane (Homework)](./chapter-02/04-homework.md)\n\nThis chapter also includes a [solution](./chapter-02/solution).\n\n# Chapter 3 (TBD)\n\n- Reinforcement Learning Basics\n- Backpropagation\n- ??? explain quirks of overfitting scenarios\n- ??? explain reward hacking\n- Pong Game (Homework)\n\n# Chapter 4 (TBD)\n\n- ANN Design Algorithms\n- NEAT\n- Species Management\n- Genome Pool and Breeding\n- NEAT Flappy Plane (Homework)\n\n# Chapter 5 (TBD)\n\n- HyperNEAT\n- ??? explain idea of replacing activation functions\n- Genome Representation / Substrates\n- ??? explain quirks of dna history analysis\n- HyperNEAT Pong Game (Homework)\n\n\n## Medium Articles\n\n- [Machine Learning for Dummies: Part 1](https://medium.com/@cookiengineer/machine-learning-for-dummies-part-1-dbaca076ec07)\n- [Machine Learning for Dummies: Part 2](https://medium.com/@cookiengineer/machine-learning-for-dummies-part-2-270165fc1700)\n\n**Examples**\n\n- [Flappy Plane Demo](https://github.com/cookiengineer/talks/tree/master/demo/flappy-plane)\n\n\n\n## License\n\nCC-BY-SA 4.0. (c) 2017 by Cookie Engineer (@cookiengineer).\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcookiengineer%2Fmachine-learning-for-dummies","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcookiengineer%2Fmachine-learning-for-dummies","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcookiengineer%2Fmachine-learning-for-dummies/lists"}