機械学習とビッグデータのための Python (レベル 4)
この機械学習とビッグデータのための Python コースでは、学生は画像認識、分類、株価予測などの機械学習の概念を学びます。学生は実際のデータセットと実践的なプロジェクトを使用してモデルを構築します。
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
10 授業時間宿題：
週あたり 1-2 時間. Projects are not mandatory but we strongly encourage students to complete them.テスト
含まれる修了証書
クラス修了後 1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
In Python for Machine Learning and Big Data (Level 4), students will be introduced to essential machine learning concepts, including image recognition, classification, and stock market prediction. The course is structured over 10 lessons, each building on core skills and progressing to more advanced topics like model generation and data analysis. Students will work with real-world datasets, exploring stock prices, weather predictions, and even NBA draft picks to apply machine learning techniques. Python and Google Colaboratory will be used to create models, clean data, and generate predictions. Along the way, they will develop a solid understanding of how machine learning applies to both supervised and unsupervised learning. The course covers topics such as: Image recognition and classification Stock price prediction Flower classification using Python Data cleanup and model generation Students will have opportunities to engage in hands-on projects, gaining experience with each new concept, and will complete a final project that will be presented to the class. All lessons are designed to reinforce learning through real-world examples and projects. For a week to week program, check out the syllabus.
学習到達目標
Students will gain a foundational understanding of machine learning concepts and techniques through hands-on projects using AICode101 and Google Colaboratory.They will learn to set up accounts, use machine learning tools, and apply concepts to real-world data, culminating in the creation and presentation of their final projects.
シラバス
10 レッスン
10 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. 60 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. 60 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. 60 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. 60 分のオンラインライブレッスン
その他の情報
受講の前提条件
25 hours of Python Coding experience or to have attended our Python level 1 and 2 courses.
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
$28
毎週または$279 10 クラス分週に1回、 10 週間
60 分
116 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
