Python についてすべて レベル 4 | 中級者向け Python クラス
この 10 週間の高度な Python プログラミング コースでは、基本的なコーディングを超えて、ゲーム開発、アルゴリズムの視覚化、機械学習などの魅力的なプロジェクトを通じて、プロフェッショナルなソフトウェア開発の概念を教えます。
David Sofield
平均評価:
4.9
レビュー数:(810)
Popular
含まれるもの
10 ライブミーティング
10 授業時間課題
週あたり 1-2 時間. Students will work on more challenging practice questions that require them to apply everything they learned in Level I & II. These challenges should be expected to take 1- 2 hours per week.プロジェクト
クラス全体を通して7-テスト
クラス全体を通して1-2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
英語レベル - B2+
米国の学年 7 - 10
Intermediate - Advanced レベル向け
Transform your learners coding interest into real programming expertise with All About Python Advanced Python Programming course. This comprehensive 10-week program goes beyond basic coding to teach professional software development concepts used in industry today. Students will progress from understanding fundamental programming principles to creating their own applications, games, and even basic artificial intelligence systems. Through hands-on projects and interactive learning, students will gain experience with the same tools and techniques used by professional developers at leading tech companies. The curriculum combines computer science theory with practical application, carefully designed to challenge and engage teenage minds. Students will learn multiple programming approaches, explore algorithm design, create user interfaces, and even dive into machine learning – all while building projects they can proudly share with family and friends. The course emphasizes problem-solving skills and creative thinking, ensuring students not only learn to code but also develop the analytical abilities crucial for future academic and career success in any STEM field. Projects Portfolio Students will complete a series of engaging projects, each building upon previous knowledge: Multi-paradigm Calculator Interactive calculator with advanced features Professional error handling Multiple programming approaches Text Adventure Game Character and inventory systems Game state management Interactive storytelling elements Algorithm Visualizer Visual representation of sorting algorithms Performance comparison tools Interactive controls Pathfinding Game Maze generation and solving Visual path-finding algorithms Performance optimization Weather Prediction System Real-time data processing Basic machine learning implementation Interactive data visualization Custom GUI Application Professional user interface design Event handling Data presentation Final Project (Student's Choice) Game Development Data Science Application Algorithm Visualization Tool Or student-proposed project Interactive Groups Build the Foundation of Code Skills Every learner is strongly encouraged to post questions, sample code, and their projects every step of the way. This gives students the chance to learn from each other and start practicing reading code. The instructor will also be providing feedback and guidance regularly throughout the course.
学習到達目標
Through hands-on projects including algorithm visualization, game development, and basic machine learning applications, students will develop practical software engineering skills such as project planning, code organization, debugging, and testing.Students will gain confidence by completing a portfolio of projects that demonstrate their ability to solve problems programmatically, culminating in a final project that showcases their ability to design, implement, and present a software solution.
シラバス
10 レッスン
10 週間以上レッスン 1:
Programming Paradigms Introduction
Students will explore different approaches to writing code, learning how to choose the right tool for each programming challenge. This foundational week introduces students to various ways of organizing code, setting them up for success in more advanced topics. Through building a multi-functional calculator, students will gain hands-on experience with different programming styles while learning the importance of writing clear, maintainable code. 60 分のオンラインライブレッスン
レッスン 2:
Object-Oriented Programming Deep Dive
This week focuses on object-oriented programming (OOP), a powerful way to organize code that's used in many real-world applications, including video games and mobile apps. Students will learn how to create and structure their code like professional developers by building a text-based adventure game. This project-based approach helps students understand complex programming concepts while creating something fun and engaging. 60 分のオンラインライブレッスン
レッスン 3:
Functional Programming Foundations
Students will learn functional programming, a modern approach used by companies like Amazon and Facebook to process large amounts of data reliably. By creating data processing systems, students will understand how to write code that's easier to test and debug. This week's skills are particularly valuable for future data science and software engineering careers. 60 分のオンラインライブレッスン
レッスン 4:
Algorithms in Python
Students dive into the world of algorithms, learning how computers make decisions and solve problems efficiently. Using interactive visualizations, they'll explore different ways to sort and search through data, gaining skills crucial for computer science studies and coding interviews. This hands-on approach helps students understand complex concepts by seeing them in action. 60 分のオンラインライブレッスン
その他の情報
保護者へのお知らせ
Learners will use the PyCharm Community Edition for this class, which is a free download. PyCharm is available for Windows, Mac, and Linux computers. Students will use the main Python Website (Python.org) as references throughout the class. The NASA API will be utilized for our API project using real science data. Python libraries such as NumPy, Pandas, Matplotlib, and Scikit-learn will be utilized in the latter part of the course for data science and machine learning projects.
受講の前提条件
Learners should have a strong grasp of coding fundamentals.
This includes conditional statements, functions, loops, and arrays/lists. Learners should have completed comprehensive multi-week beginner level coding class.
受講に必要なもの
Students will continue learning more about Python and start exploring a wide variety of projects. Students will also explore more uses for Python, including working with data, interactive graphical user interfaces, and data science.
外部リソース
このクラスでは、Outschool内のクラスルームに加えて、以下を使用します。
参加しました April, 2020
4.9
810レビュー
Popular
教師の専門知識と資格
学士号 Mount St. Mary's University から
Over 5,000 students from nearly 100 countries across a variety of platforms have started coding in one of my classes. I offer classes covering the foundations of Python and AI. I am the author of the soon-to-be released book All About Python for Kids. Before teaching, I worked as a software developer for nearly 10 years. I've worked for organizations including Apple, Dell, and Best Buy. I believe the best way to learn is by doing and all my classes are based around hands-on projects that progressively build in difficulty. I'm a graduate of Mount St. Mary's University in Emmitsburg, Maryland. I can't wait to meet your learner in the class and get started soon. レビュー
ライブグループコース
$33
毎週週に1回、 10 週間
60 分
オンラインライブ授業
年齢: 11-16
クラス人数： 6 人-12 人
