{"id":18953109,"url":"https://github.com/packtworkshops/the-applied-artificial-intelligence-workshop","last_synced_at":"2025-04-16T02:31:54.062Z","repository":{"id":37227835,"uuid":"233830160","full_name":"PacktWorkshops/The-Applied-Artificial-Intelligence-Workshop","owner":"PacktWorkshops","description":null,"archived":false,"fork":false,"pushed_at":"2022-12-26T21:30:38.000Z","size":20073,"stargazers_count":11,"open_issues_count":10,"forks_count":28,"subscribers_count":4,"default_branch":"master","last_synced_at":"2023-07-15T10:12:28.129Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/PacktWorkshops.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2020-01-14T11:51:56.000Z","updated_at":"2023-06-10T01:17:28.000Z","dependencies_parsed_at":"2023-01-31T01:45:28.167Z","dependency_job_id":null,"html_url":"https://github.com/PacktWorkshops/The-Applied-Artificial-Intelligence-Workshop","commit_stats":null,"previous_names":[],"tags_count":0,"template":null,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PacktWorkshops%2FThe-Applied-Artificial-Intelligence-Workshop","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PacktWorkshops%2FThe-Applied-Artificial-Intelligence-Workshop/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PacktWorkshops%2FThe-Applied-Artificial-Intelligence-Workshop/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PacktWorkshops%2FThe-Applied-Artificial-Intelligence-Workshop/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/PacktWorkshops","download_url":"https://codeload.github.com/PacktWorkshops/The-Applied-Artificial-Intelligence-Workshop/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":223692689,"owners_count":17187061,"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":"2024-11-08T13:36:16.774Z","updated_at":"2024-11-08T13:36:17.276Z","avatar_url":"https://github.com/PacktWorkshops.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# The Applied Artificial Intelligence Workshop\n[![GitHub issues](https://img.shields.io/github/issues/PacktWorkshops/The-Applied-Artificial-Intelligence-Workshop.svg)](https://github.com/PacktWorkshops/The-Applied-Artificial-Intelligence-Workshop/issues)\n[![GitHub forks](https://img.shields.io/github/forks/PacktWorkshops/The-Applied-Artificial-Intelligence-Workshop.svg)](https://github.com/PacktWorkshops/The-Applied-Artificial-Intelligence-Workshop/network)\n[![GitHub stars](https://img.shields.io/github/stars/PacktWorkshops/The-Applied-Artificial-Intelligence-Workshop.svg)](https://github.com/PacktWorkshops/The-Applied-Artificial-Intelligence-Workshop/stargazers)\n[![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](https://github.com/PacktWorkshops/The-Applied-Artificial-Intelligence-Workshop/pulls)\n\nThis is the repository for The [Applied Artificial Intelligence Workshop](https://www.amazon.com/Applied-Artificial-Intelligence-Workshop-decision-ebook/dp/B08BZS3X9S/ref=sr_1_1?dchild=1\u0026keywords=the%20applied%20artificial%20intelligence%20workshop\u0026qid=1610708393\u0026sr=8-1\u0026utm_source=github\u0026utm_medium=repository\u0026utm_campaign=9781800205819\u0026utm_term=Applied%20Aritificial%20Intelligence\u0026utm_content=The%20Applied%20Aritificial%20Intelligence%20Workshop), published by [Packt](https://www.packtpub.com/?utm_source=github). It contains all the supporting project files necessary to work through the course from start to finish.\n\n## Requirements and Setup\n\u003ca href=\"https://www.amazon.com/Applied-Artificial-Intelligence-Workshop-decision-ebook/dp/B08BZS3X9S/ref=sr_1_1?dchild=1\u0026keywords=the%20applied%20artificial%20intelligence%20workshop\u0026qid=1610708393\u0026sr=8-1\u0026utm_source=github\u0026utm_medium=repository\u0026utm_campaign=9781800205819\u0026utm_term=Applied%20Aritificial%20Intelligence\u0026utm_content=The%20Applied%20Aritificial%20Intelligence%20Workshop\"\u003e\u003cimg src=\"https://github.com/PacktWorkshops/Workshop-Covers/blob/master/B16060_The%20Applied%20Artificial%20Intelligence%20Workshop.png\" alt=\"The Applied Artificial Intelligence Workshop\" height=\"290px\" width=\"230px\" align=\"right\" this.target=\"_blank\"\u003e\u003c/a\u003e\n\nTo get started with the project files, you'll need to:\n1. Setup [The Jupyter Notebook](https://jupyter.readthedocs.io/en/latest/install.html)\n\n## About The Applied Artificial Intelligence Workshop\n[The Applied Artificial Intelligence Workshop](https://www.amazon.com/Applied-Artificial-Intelligence-Workshop-decision-ebook/dp/B08BZS3X9S/ref=sr_1_1?dchild=1\u0026keywords=the%20applied%20artificial%20intelligence%20workshop\u0026qid=1610708393\u0026sr=8-1\u0026utm_source=github\u0026utm_medium=repository\u0026utm_campaign=9781800205819\u0026utm_term=Applied%20Aritificial%20Intelligence\u0026utm_content=The%20Applied%20Aritificial%20Intelligence%20Workshop) teaches you the ins and outs of machine learning and neural networks from the ground up, using real-world examples. You'll learn to develop AI and ML models using Python, starting with using the minmax algorithm and alpha-beta pruning to create your first game, and ending with classifying images using neural networks.\n\n## What you will learn\n* Create your first AI game in Python with the minimax algorithm\n* Implement regression techniques to simplify real-world data\n* Experiment with classification techniques to label real-world data\n* Perform predictive analysis in Python using decision trees and random forests\n* Use clustering algorithms to group data without manual support \n* Understand how to use neural networks to process and classify labeled images   \n\n## Related Workshops\nIf you've found this repository useful, you might want to check out some of our other workshop titles:\n* [The Natural Language Processing Workshop](https://www.amazon.com/Natural-Language-Processing-Workshop-understand/dp/1800208421/ref=tmm_pap_swatch_0?_encoding=UTF8\u0026qid=1611057842\u0026sr=8-1\u0026utm_source=github\u0026utm_medium=repository\u0026utm_campaign=9781801077811\u0026utm_term=Natural%20Language%20Processing\u0026utm_content=The%20Natural%20Language%20Processing%20Workshop)\n* [The Computer Vision Workshop](https://www.amazon.com/Computer-Vision-Workshop-algorithms-intelligence-dp-180020177X/dp/180020177X/ref=mt_other?_encoding=UTF8\u0026me=\u0026qid=1611064944\u0026utm_source=github\u0026utm_medium=repository\u0026utm_campaign=9781800201774\u0026utm_term=Computer%20Vision\u0026utm_content=The%20Computer%20Vision%20Workshop)\n* [The Machine Learning Workshop](https://www.amazon.com/Machine-Learning-Workshop-high-performance-scikit-learn/dp/1839219068/ref=tmm_pap_swatch_0?_encoding=UTF8\u0026qid=1611061956\u0026sr=1-1\u0026utm_source=github\u0026utm_medium=repository\u0026utm_campaign=9781801070065\u0026utm_term=Machine%20Learning\u0026utm_content=The%20Machine%20Learning%20Workshop)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpacktworkshops%2Fthe-applied-artificial-intelligence-workshop","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpacktworkshops%2Fthe-applied-artificial-intelligence-workshop","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpacktworkshops%2Fthe-applied-artificial-intelligence-workshop/lists"}