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Preview of K-Nearest Neighbors : A Step-by-Step, Beginner-Friendly Machine Learning Lesson

K-Nearest Neighbors : A Step-by-Step, Beginner-Friendly Machine Learning Lesson

This is a complete, ready-to-teach lesson on K-Nearest Neighbors (KNN). Perfect for Data Science, Machine Learning, Artificial Intelligence, and Computer Science courses at the high school, college, university, or bootcamp level. The lesson explains what KNN is, how it works, the full algorithm, distance measures, choosing K, example walkthroughs, and failure cases, all with clear visuals and step-by-step explanations. ────────── ⋆⋅☆⋅⋆ ────────── ✨✨ What This Lesson Covers ✨✨ ✔ What is K-Ne
Preview of APES | Sustainability Design Challenge: Upcycling Transformation

APES | Sustainability Design Challenge: Upcycling Transformation

This Sustainability Design Challenge is a hands-on, in-class project for AP Environmental Science that pushes students beyond simple repurposing and into true sustainable design. Students create a useful product using discarded materials, with a clear emphasis on meaningful transformation of form and function. Students must physically alter and redesign materials so the final product is clearly different from its original use. The project reinforces waste reduction, resource use, and sustainabil
Preview of Introduction to Memory Management in Computer Science [Complete Lessons]

Introduction to Memory Management in Computer Science [Complete Lessons]

This complete lesson introduces students to the essentials of Memory Management in Computer Science, with direct connections to software engineering, coding, and programming. Learners explore how systems allocate, use, and free memory during program execution. Key topics include RAM, virtual memory, cache, memory leaks, and garbage collection. The content is structured to be beginner-friendly yet conceptually rich. ▧▧▧▧▧▧▧▧▧▧▧▧▧▧▧▧▧▧▧▧▧▧▧▧▧▧ The Following Are Included in This Curriculum✤ PDF
Preview of Five ThinkForge Desktop Engineering Challenges Volume 3 - Energy/Motion (MS/HS)

Five ThinkForge Desktop Engineering Challenges Volume 3 - Energy/Motion (MS/HS)

ThinkForge™ Desktop Engineering Challenges are low-prep, classroom-ready engineering design challenges that engage students in hands-on problem solving using common materials and minimal space. Each challenge guides students through the engineering design process as they analyze a real-world problem, design and build a solution, test and redesign, and communicate results. Perfect for STEM, science, and physics classrooms (grades 6–12), these desktop-friendly challenges build critical thinking, c
Preview of Math Activity Engineering Design Process Career Pi Day Area of Circle STEM STEAM

Math Activity Engineering Design Process Career Pi Day Area of Circle STEM STEAM

This math STEM activity with a career focus (packaging engineer) is perfect for Pi Day or any time! In this hands-on paper engineering and math challenge, students will be packaging engineers for the day as they determine the best arrangement for a set of circles in the various packages! This 2D STEM challenge is a scaled-down, paper version of what real packaging engineers must accomplish with 3D objects and products. This activity ties in well to Pi Day because the objects are all circles! In
Preview of Engineering Design Process Worksheets STEM Activities Career Exploration Project

Engineering Design Process Worksheets STEM Activities Career Exploration Project

STEM without the Engineering Design Process is like making a pizza without the crust. STEM challenges *need* a solid foundation to provide the best learning experience and growth opportunities for your students. The EDP is the foundational process that should be guiding ALL your STEM activities.If you are new to teaching STEM or the engineering design process, this resource has everything you need to understand the EDP and how to implement it with your students. If you a seasoned STEM educator,
Preview of AP Biology - Ted Talk Film Guide - How CRISPR lets us edit our DNA

AP Biology - Ted Talk Film Guide - How CRISPR lets us edit our DNA

This film guide goes along with the Ted Talk How CRISPR lets us edit our DNA by Jennifer Doudna. This guide will help students focus during the Ted Talk and will also give them a nice summary of how CRISPR works once it is complete. I use this Ted Talk in AP Biology, but could be used in other courses as well. This Ted Talk goes along with the following content: - Genetic Engineering - Viruses/Bacteria - Genetics - Protein Synthesis and/or Protein Function **Updated June 2025
Preview of Exception Handling Complete Lesson | Object Oriented Programming ( C++ )

Exception Handling Complete Lesson | Object Oriented Programming ( C++ )

This lesson introduces students to Exception Handling in C++. It is designed for A P Computer Science, Intro to C++, Object-Oriented Programming, College CS1/CS2, homeschool advanced programming, and coding bootcamps. ✨✨ What Students Will Learn ✨✨ ✔ Definition of Exceptions ✔ try / throw / catch Syntax ✔ Throwing Primitive Types ✔ Throwing String Messages ✔ Catching Specific Exception Types ✔ Catch-All Handler (catch(...)) ✔ Nested try/catch Blocks ✔ Rethrowing Exceptions ✔ Custom
Preview of Variable Rate Technology CER | Ag Theory | Case Study

Variable Rate Technology CER | Ag Theory | Case Study

📘 Full Length National Standard-Aligned DBQ CER Style Worksheet - Claim Evidence Reasoning | Variable Rate Technology Case Study Worksheet | Evidence-Based Reading Engage your students in high-level critical thinking and evidence-based analysis on the subject of Agricultural Theory, with this Full Length DBQ CER Style Worksheet. This resource is designed to help students analyze real-world topics, interpret informational texts, and support answers with evidence—all while staying accessibl
Preview of Poultry House Cooling CER | Ag Theory | Case Study

Poultry House Cooling CER | Ag Theory | Case Study

📘 Full Length National Standard-Aligned DBQ CER Style Worksheet - Claim Evidence Reasoning | Poultry House Cooling Case Study Worksheet | Evidence-Based Reading Engage your students in high-level critical thinking and evidence-based analysis on the subject of Agricultural Theory, with this Full Length DBQ CER Style Worksheet. This resource is designed to help students analyze real-world topics, interpret informational texts, and support answers with evidence—all while staying accessible
Preview of CARDBOARD CREATION INDEPENDENT PROJECT Based Learning PBL Genius Hour Engineer

CARDBOARD CREATION INDEPENDENT PROJECT Based Learning PBL Genius Hour Engineer

This easy-to-follow, NO PREP, FULLY-EDITABLE resource gives you everything you need to have your students do a CARDBOARD CREATION INDEPENDENT PBL PROJECT! Simply print out or post the Student Directions, Student Answer Sheets, and Student Tracker and GO! Students will follow the Design Process/Creative Problem-Solving Cycle to Research, Brainstorm, Plan, Create, Share, and Evaluate to create something out of cardboard! Editable Word documents, PDFs, and fillable Google Slides are included so th
Preview of Design Your Own Experiment: Solar Eclipse Project | Inquiry Learning Projects

Design Your Own Experiment: Solar Eclipse Project | Inquiry Learning Projects

Give students real ownership of the scientific process with this Inquiry Learning Experiment Design Project Prompt. Instead of following a step-by-step lab, students design their own experiment using classroom materials you already have. With structured thinking prompts (but plenty of creative freedom), students plan an investigation that demonstrates the skills they’ve been learning, then write and reflect on what happened, even if their results are messy or their experiment “fails.” This re
Preview of Android App Development Complete Curriculum [ MEGA BUNDLE ]

Android App Development Complete Curriculum [ MEGA BUNDLE ]

This is a complete Android App Development curriculum designed for teachers who want students to build real Android apps, not just follow disconnected tutorials. If you teach Android Development, Mobile App Development, Kotlin Programming, ICT, Computer Science, or App Design, this lesson provides everything you need for students to build functional, modern mobile apps that follow best practices. ────────── ⋆⋅☆⋅⋆ ────────── 🧠 By the end of this curriculum, students will be able to:✔ Build f
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