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所在平台: Udemy |
课程主页: https://www.udemy.com/course/artificial-intelligence-for-kids/
课程评论：没有评论
课程名称：儿童人工智能 课程概述：本课程将介绍人工智能（AI）的基本概念、对我们日常生活的影响以及如何创建机器学习（ML）模型。我们将解答这些问题并教授如何使用Scratch实现简单的机器学习模型。通过本课程，您将提升以下方面的技能和知识：人工智能的概念及其起源；AI的不同类型和技术；机器学习的工作原理及其差异；机器学习算法的探索；以及在不同领域开发机器学习程序。您还将学习如何构建各种人工智能系统和模型，了解机器学习如何使软件和机器更智能，并区分监督学习和非监督学习、分类与回归等概念。 课程详细内容： 1. 人工智能简介：历史回顾及AI领域概览，探索AI活动与游戏，编程与AI（创建射击游戏）。 2. 人工智能应用：探索不同的AI应用及其分支，编写高级射击游戏。 3. 机器学习简介：机器学习概述，使用机器学习的AI游戏，区分机器学习模型，利用Scratch开发智能游戏。 4. 监督学习入门：监督学习概述及相关AI游戏，区分分类与回归，创建智能课堂项目。 5. 分类简介：探讨分类应用及活动，学习信心阈值，项目：创建能区分猫、狗和鸭子的模型。 6. 文本分类：文本分类概述，学习如何创建聊天机器人，情感分析，项目：创建聊天机器人检查点。 7. 数据集与回归简介：数据与回归概述，探索回归活动。 8. 决策树简介：概述及应用，项目：使用决策树算法创建井字棋，检查决策树结构；理解剪枝的必要性，项目：使用决策树创建吃豆人游戏。 9. AI活动：与不同的AI活动互动（如音乐、吃豆人等）。 10. AI应用与课程总结：回顾课程内容，探索高级AI应用，进行期末评估，开发高级AI聊天机器人。 通过本课程，孩子们将不仅理解人工智能的基本概念，还能动手实践，通过编程和游戏开发，培养他们的创造力与技术能力。
What is Artificial Intelligence? How does it impact our daily life? How to create Machine Learning models?..In this course, we will answer all of those questions and many more while teaching you how to implement simple ML models for the real world using Scratch!Through this course you will develop your skills and knowledge in the following areas:The concept of Artificial Intelligence, when and how it started.The different types and techniques in AIExplore Machine Learning and how it worksDifferentiate between different Machine Learning typesExplore Machine Learning AlgorithmsDevelop Machine Learning programs in various areasBuild a variety of AI systems and models.how Machine learning can be used to make software and machines more intelligent.Differentiate between supervised learning and unsupervised learning Differentiate between Classification and Regression How chatbots are created Detailed course outline: Introduction to AI - Overview on history and Fields of AI:- Explore AI activities and games- Programming and AI - What is programming - Create and code a shooting gameArtificial Intelligence Applications- Explore different AI applications - Explore different AI branches - Create and code an advanced shooting gameIntroduction to Machine Learning - Overview of Machine Learning - Explore Ai game that uses Machine Learning - Differentiating between Machine Learning models- develop a smart game using machine learning algorithms with Scratch Introduction to supervised learning - Overview of supervised learning - Explore an AI game that uses a supervised learning algorithm - Differentiating between classification and regression - create a smart classroom project using scratch Introduction to Classification - taking a look into Classification applications - Explore AI activity that uses classification - Learn about confidence threshold - Project: create a model that can differentiate between Cats, Dogs and DucksText Classification- Overview of Text classification - Explore how chatbots are created - learn about Sentiment Analysis- Project: create a chatbot checkpoint - summary of previous classes- Take a mid-course quiz - Project: sort different vegetables and fruits in the fridge based on their categoryIntroduction to datasets and regression - What is data - What is regression - Explore a regression activity Introduction to decision trees - Overview of decision trees - Explore decision trees applications- Project: create a Tic Tac Toe game using the decision trees algorithm - Inspect the Decision tree structure - what is Pruning and why do we need it while applying decision trees - Project: create a Pac-Man game using decision trees AI activities - Interact with different AI activities ( Music, Pac-Man, POGO,....) AI Applications and Course Summary- Summary of the course - Explore advanced ai applications - End-of-course assessment - Develop an advanced AI chatbot
