夏令營：利用 Python 進行大數據機器學習（4 級）
在這個 10 課程的線上直播課程中，學生將學習使用 Python 訓練 AI 機器學習項目，使用圖像識別和數字預測，如花卉分類、股票價格預測和 NBA 選秀預測。
AI Code Academy
平均評分：
4.7
評論數量：(1,764)
熱門課程
包含什麼
10 現場會議
12 小時 30 分鐘 上課時間項目
每週 2-4 小時. Projects are not mandatory but we strongly encourage students to complete them.評估
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課堂經歷
This course is designed to provide students with a comprehensive introduction to machine learning concepts and practical applications. It begins with foundational lessons on setting up tools like AICode101, followed by projects that progressively build skills in image recognition, weather prediction, and stock market analysis. Students will learn to manipulate data, generate models, and analyze results using platforms like AICode101 and Google Colaboratory. The course culminates in a review session using Kahoot and final project presentations, allowing students to demonstrate their understanding and application of machine learning principles to various real-world scenarios. For a week to week program, check out the syllabus.
學習目標
This course introduces students to machine learning fundamentals through practical projects using AICode101 and Google ColaboratoryThey will develop skills in image recognition, weather prediction, stock market analysis, and culminate with a final project presentation showcasing their application of machine learning concepts.
教學大綱
10 課程
超過 2 週課 1:
Overview
Designed to provide students with a very basic understanding of machine learning concepts that they will be able to apply in the course. They will also be shown the tools they will be using throughout the course.
Task: Set up AICode101 Accounts
Students will be tasked with creating AICode101 accounts and walking through the website to learn how it will be used in the course. 75 分鐘線上直播課
課 2:
Image Recognition Project with AICode101
Designed to provide students with an introduction to image recognition in machine learning. Students will be able to apply concepts in machine learning to generate their own program to recognize categorized images.
Task: Image Recognition Project
Students will be tasked with creating an AICode101 image recognition project. Through this, they will learn key fundamentals of image recognition in machine learning. 75 分鐘線上直播課
課 3:
Rain in Australia’ Number Project with AICode101
Designed to provide students with an introduction to classification with data in machine learning. Students will be able to apply concepts in machine learning to generate their own program to predict weather.
Task: Number Project
Students will be tasked with creating an AICode101 number project. Through this, they will learn key fundamentals of classification in machine learning. 75 分鐘線上直播課
課 4:
The Stock Market Fundamentals
Designed to provide students with an introduction to the stock market in preparation for the next lesson. Students will learn about what the stock market is and how it can be incorporated into machine learning.
Task: Stock Market Search
Students will be tasked with navigating financial sites to view different stocks and the associated data that defines a stock and its performance. 75 分鐘線上直播課
其他詳情
外部資源
學習者無需使用標準 Outschool 工具以外的任何應用程式或網站。
已加入 April, 2020
4.7
1764評論
熱門課程
教師專業知識和證書
**USE PROMO CODE: CODEAINEWYEAR2025 FOR $25 OFF ANY 10 WEEK COURSE - Valid until Feb 15**
~We offer early registration, sibling discounts, and multi-course bundles. ~
~Check out our complete Outschool offering here: https://shorturl.at/bcBGP ~
~Get to know our coaches here: https://tinyurl.com/5j5crx59 ~
At AI Code Academy, we specialize in project-based STEM coding, AI, and mathematics programs for young learners. We are one of the few organizations that offer AI and machine learning courses tailored for kids. Our comprehensive curriculum spans from basic computer skills and Scratch coding to more advanced Python, Java, web design, game development, and AI machine learning projects.
Our unique focus is on introducing students to AI early, helping them grasp complex concepts like machine learning, data analysis, and smart devices, while also reinforcing mathematics skills, essential for their success in STEM fields.
With a team of passionate instructors—college students and recent graduates with degrees in Engineering and Computer Science—we provide hands-on, real-world projects that prepare students for future careers in AI, coding, robotics, and mathematics.
Get to know our coaches here: https://tinyurl.com/5j5crx59評論
現場團體課程
US$279
用於 10 課程每週5次，共 2 週
75 分鐘
有5 位學習者完成此課程
即時視訊會議
年齡: 13-18
4-10 每班學員人數
