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コーディングで子供の数学スキルを高める: データサイエンスへの道

12週間のコース「コーディングで子供の数学スキルを高める:データサイエンスへの道」で、お子様がデータサイエンスの力を解き放つお手伝いをします。このユニークなクラスでは、Pythonプログラミングと統計分析を組み合わせて数学スキルを高めます。
Ryan The Coding Teacher
平均評価:
5.0
レビュー数:
(14)
クラス

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必要に応じて会議をスケジュールする
60 分
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このクラスで学べること

英語レベル - 不明
米国の学年 7 - 10
Beginner レベル向け
What Will Be Taught and Topics Covered:

This engaging 12-week course is designed to boost your child’s mathematical understanding through coding, setting them on a path toward data science careers. 

Students will be introduced to fundamental statistics using Python programming, a skill highly sought after in tech and business fields. Key topics include:

Statistical Fundamentals: Learning the basics of statistics, including probabilities and data interpretation.

Python for Statistics: Diving into Python programming to perform statistical analysis.

Data Analysis Techniques: Using tools like ChatGPT for data analysis, descriptive statistics, hypothesis testing, and more.

Advanced Statistical Methods: Exploring multilinear regression, logistic regression, and Cox Proportional Hazard Regression.

Class Structure and Weekly Breakdown:

Week 1: Course Introduction
Overview of statistics, course setup, and significance of statistics in historical contexts.

Week 2-3: Python for Statistics - Essentials
Basic Python programming concepts necessary for statistical analysis.

Week 4-5: Python for Statistics - Intermediate
Intermediate Python skills including loops, lists, and functions.

Week 6: ChatGPT for Data Analysis
Learning how to leverage ChatGPT for efficient data manipulation and analysis.

Week 7: Descriptive Statistics
Techniques for summarizing and describing data using Python.

Week 8: Confidence Intervals
Constructing and interpreting confidence intervals to estimate parameters.

Week 9: Hypothesis Testing
Comprehensive introduction to hypothesis testing with practical examples
.
Week 10: Multilinear Regression
Understanding and applying multilinear regression in Python.

Week 11: Logistic Regression
Techniques for predicting binary outcomes using logistic regression.

Week 12: Cox Proportional Hazard Regression
Applying Cox regression for survival analysis in Python.

Teaching Method and Style:
Our teaching approach is centered around hands-on learning and real-world applications to ensure comprehension and engagement. Here’s what makes our teaching unique:

Interactive Learning: Each class features interactive lessons combining theory with practical coding exercises.
Project-Based Assignments: Students will tackle weekly challenges and projects that reinforce the statistical concepts taught in class.

Engaging Discussions: Encouraging lively discussions around real-world data problems to enhance understanding.

Learner Interaction:
We emphasize active participation to make learning statistics and Python engaging and effective:

Hands-on Coding Sessions: Students write actual code, apply statistical methods, and analyze real datasets during the classes.

Problem-Solving Challenges: Engaging in challenges helps solidify concepts and encourages practical application of skills.

Continuous Feedback: Regular feedback sessions with instructors to discuss projects, clarify doubts, and guide learning progress.

This course isn’t just about learning to code; it’s about understanding how to apply coding and statistical skills to solve complex problems, making it an ideal starting point for any young student interested in the potentials of data science. 

With experienced instructors and a curriculum designed for beginners, we aim to empower students with the skills they need to excel in the future tech-driven world.

その他の情報

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。
  • replit
参加しました April, 2023
5.0
14レビュー
プロフィール
教師の専門知識と資格
[READY TO HELP YOUR CHILD CODE WITH CONFIDENCE?]

Hi, I’m Ryan James, and I’m really excited to help your child dive into the world of Lua coding in Roblox Studio! 🎮 With over 2 years of experience as an educator, I’ve worked with young learners and teens to make coding fun and engaging. Roblox game design is something I’m passionate about, and I’ve developed courses that teach essential skills while making learning a creative adventure. 🚀

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💻[FROM PYTHON TO ROBLOX: MY JOURNEY IN TEACHING CODE]

Before I began teaching Roblox coding, I taught grades one through ten at an online Python school, where I focused on making coding accessible and fun. In 2022, I transitioned to Roblox Studio and Lua, bringing the same core coding concepts into a platform where students are already having fun—Roblox! 🕹️

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🎮[WHY ROBLOX? WHY LUA? HERE’S WHY IT WORKS]

I chose Lua because it’s a powerful coding language, and using it in Roblox allows students to learn by building projects in an environment they’re already familiar with. 📚 Unlike other languages, students can create something they’re excited about and keep coming back to tweak and improve, which helps them stay engaged and motivated. ⚡

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💻[REAL-WORLD EXPERIENCE BACKING UP EVERY LESSON]

In the last two years, I’ve taught Python to kids and teens ages 7 to 16, earning 5-star reviews on Trustpilot for my work. ⭐ With my background as a full-stack software developer, I bring real-world coding experience to my classes, making sure students walk away with practical skills they can apply now and in the future. 💻

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🎉[LEARNING DIFFERENCES? I UNDERSTAND, AND I CAN HELP]

As someone who is dyslexic, learning to code was challenging for me, and I understand how overwhelming it can be. What my dyslexia means is that I need to visually understand concepts, which is why I found it much easier to learn through game design. 🎨 I’ve used that experience to create courses that break things down step by step and use visual examples to make complex ideas simple.

In my classes, I explain coding concepts in ways that kids find easy to relate to—like thinking of variables as pizza boxes that hold different toppings, 🍕 or functions as magic words that make things happen. ✨ I focus on helping students master one coding skill in multiple ways before introducing something new, allowing their knowledge to build up naturally without feeling overloaded. 📈

I love working with students who are passionate about creating their own Roblox games but might have struggled with learning from online tutorials. 🎥 If they’ve tried following coding videos but found it difficult to keep up with all the information, my course is designed to make things clear, manageable, and fun. 🎉

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🏆[THE FIVE STAGES OF LEARNING TO CODE – MY METHOD]

My courses follow a unique approach that I call the "Five Stages of Learning to Code." Each stage builds on the previous one, guiding students step by step toward becoming confident coders with real-world skills. 🌟


🕹️STAGE ONE: BUILDING THE BASICS

In the first stage, students learn to build game features in isolation. This is where we start with foundational coding skills, allowing kids to create fun games with simple mechanics. At this level, the game features don’t yet interact with each other, but students gain a solid understanding of coding principles. 🔍

🕹️STAGE TWO: CODE THAT DOES THE WORK FOR YOU

Next, we get the code to do the hard work for us. We dive deeper into concepts like loops and start automating repetitive tasks. 🔄 This is where students begin to see the real power of coding, as it becomes faster and more efficient to use code rather than doing things manually. ⚙️

🕹️STAGE THREE: MANAGING DATA LIKE A PRO

In stage three, students learn to manage and package data, such as creating inventory systems like those in Minecraft. 📦 They discover how to store information and use it across different parts of a game, which is a crucial step in building more complex and interactive projects. 🏗️

🕹️STAGE FOUR: MAKING EVERYTHING WORK TOGETHER

This stage separates the hobbyists from the professionals. Here, students learn to manage multiple files and get different pieces of code to work together seamlessly. 🤝 Understanding how to connect various components of a project is key to building larger and more sophisticated games. 🏆

🕹️STAGE FIVE: MASTERING OBJECT-ORIENTED PROGRAMMING

Finally, we tackle object-oriented programming, a concept that all professional software developers and university students use. 👩‍💻 This stage provides the skills needed to structure code efficiently, making it more reusable and easier to manage. 🧩

My method is designed to give your child a head start in today’s tech-driven world, progressing from basic concepts to advanced techniques in a way that’s both engaging and practical. 🌍

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🏆[READY TO GET STARTED? ENROLL TODAY!]

I invite you to enroll your child in my courses and watch them grow into confident coders and game designers. 🎓 Let’s take that first step together toward unlocking their creativity and preparing them for a tech-driven future. 🚀 Sign up today and start their journey into the world of Roblox game development! 🏁

レビュー

ライブ1対1レッスン
共有

$20

セッションごとに
オンデマンドでクラスを開催
60 分

オンラインライブ授業
年齢: 12-16

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