サマーキャンプ: ビッグデータを使った Python での機械学習 (レベル 4)
この 10 レッスンのオンライン ライブ コースでは、学生は、花の分類、株価予測、NBA ドラフト予測などの画像認識と数値予測を使用して、Python で AI 機械学習プロジェクトをトレーニングする方法を学びます。
AI Code Academy
平均評価:
4.7
レビュー数:(1,743)
Popular
含まれるもの
10 ライブミーティング
12 時間 30 分 授業時間プロジェクト
週あたり 2-4 時間. Projects are not mandatory but we strongly encourage students to complete them.テスト
含まれるこの文章は自動翻訳されています
このクラスで学べること
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.
学習到達目標
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.
シラバス
10 レッスン
2 週間以上レッスン 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 分のオンラインライブレッスン
レッスン 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 分のオンラインライブレッスン
レッスン 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 分のオンラインライブレッスン
レッスン 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 分のオンラインライブレッスン
その他の情報
外部リソース
学習者は、Outschoolが提供する基本ツール以外のアプリやウェブサイトを使用する必要はありません。
参加しました April, 2020
4.7
1743レビュー
Popular
教師の専門知識と資格
**USE PROMO CODE: CODEAIPROMO10 FOR $10 OFF ANY COURSE - Valid until Nov, 25 **
~We offer early registration, sibling discounts, and multi-course bundles. ~
~Check out our complete Outschool offering here: https://shorturl.at/bcBGP ~
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.レビュー
ライブグループコース
$279
10 クラス分週に5回、 2 週間
75 分
5 人がクラスを受けました
オンラインライブ授業
年齢: 13-18
クラス人数： 4 人-10 人
