Crash Course Statistics #35-#44 Video Lesson Set | Models, Machine Learning & Prediction

Make Crash Course Statistics easier to teach with this no-prep 10-episode video lesson set for Grades 9-12.

This set focuses on model fitting, supervised and unsupervised machine learning, Big Data, algorithmic bias, courtroom probability, neural networks, Bayesian search, and forecasting. Students follow each fast-paced episode with structured vocabulary, chronological A/B questions, end-of-video synthesis, multiple-choice review, and teacher-ready answer support.

Try it before you buy it: FREE Crash Course Statistics #1 What Is Statistics lesson.

FREE CURRICULUM SNEAK PEEK: Download the free Crash Course Statistics Full Curriculum Educator Planning Guide.

Want the complete curriculum layer too? Crash Course Statistics Complete Full Curriculum adds weekly assessments, unit assessments, the cumulative Final, Educator Planning Guide, Student Syllabus, and the Week 6 application lesson.

Episodes Included

• #35 Model Fitting - ANCOVA and Repeated Measures
• #36 Supervised Machine Learning - Training, Testing, and Classification
• #37 Unsupervised Machine Learning - Clustering and Structure
• #38 Intro to Big Data - Scale, Personalization, and Prediction
• #39 Big Data Problems - Bias, Transparency, and Privacy
• #40 Statistics in the Courts - Probability, Dependence, and Evidence
• #41 Neural Networks - Layers, Features, and Learning
• #42 War - Codes, Bayesian Search, and Estimation
• #43 When Predictions Fail - Dependence, Noise, and Bias
• #44 When Predictions Succeed - Analytics, Forecasting, and Uncertainty

Classroom Use at a Glance

• Best Fit: grades 9-12 statistics, mathematics, data literacy, research methods, science support, and quantitative reasoning
• Resource Type: YouTube video lesson worksheets, Teacher Guides, answer keys, and self-grading quizzes
• Prep Level: No-prep digital and printable lesson support
• Teacher Use: whole-class instruction, sub plans, flipped lessons, review, enrichment, make-up work, or independent study
• Student Skills: interpretation, application, statistical vocabulary, evidence-based reasoning, comparison, and concise written response

New Optional Video Companion (used with YouTube)

Use the free Classroom Video Guide Companion Chrome extension with these lessons to automatically pause YouTube at question timestamps and display prompts during viewing. This optional tool can make whole-class, small-group, and independent video lessons easier to facilitate, but the resource works normally without it.

Guidance & Summary

• Each lesson is built around one Crash Course Statistics episode and gives students a structured way to follow the video from beginning to end.
• Four chronological time-stamped A/B questions focus attention on important explanations and examples as they appear.
• Two end-of-video A/B questions ask students to synthesize ideas after viewing.
• Teacher Guides include learning targets, misconceptions/corrections, discussion prompts, vocabulary, answer keys, and model-answer guidance.

Differentiation Options

• Use the Student Worksheet for guided viewing and written-response accountability.
• Use the 10-question multiple-choice quiz for quick review, formative assessment, Google Forms practice, or absent-student make-up work.
• Assign selected A/B questions for shorter periods or use the full lesson for deeper explanation.
• Support mixed-ability classrooms with vocabulary preview, replay of difficult sections, partner discussion, sentence frames, or selected answer-key review.

What's Included

• 10 Teacher Guides
• 10 digital Student Worksheet sets
• 10 print-friendly Student Worksheet sets
• 10 self-graded Google Forms multiple-choice quizzes
• 10 Multiple Choice Quiz Print versions
• Teacher answer keys and model-answer support
• 5 vocabulary terms, 4 chronological time-stamped A/B questions, 2 end-of-video A/B synthesis questions, and a 10-question multiple-choice quiz per episode
• Start Here PDF with access instructions

Flexible Lesson Pacing

• Quick Use: video + multiple-choice quiz for a short review, sub plan, or independent check.
• Standard Lesson: guided worksheet during viewing, then review selected questions as a class.
• Extended Lesson: add vocabulary preview, discussion prompts, written response, and comparison across episodes.

Skills Addressed

• Interpreting statistical information in context
• Explaining what evidence supports and what uncertainty remains
• Using statistics vocabulary accurately
• Comparing methods, claims, models, or study designs
• Supporting conclusions with evidence from explanatory video content

Frequently Asked Questions

Are the videos included?
No. Videos are not included. This product provides classroom-ready materials designed for use with public Crash Course Statistics videos on YouTube.

Can I use this for sub plans?
Yes. Each lesson is structured for guided viewing, written response, and quiz review with minimal preparation.

Can I use this with Google Classroom?
Yes. Digital student materials and Google Forms quiz support are included, along with printable options.

What grade levels is this best for?
This resource is designed for grades 9-12 statistics, mathematics, data literacy, research methods, and related courses.

Does this bundle include weekly, unit, or final assessments?
No. This is an episode-only bundle. The Complete Full Curriculum adds the 11 weekly assessment banks, four unit assessments, cumulative Final, planning guide, syllabus, and approved Week 6 application lesson.

Is this an official Crash Course product?
No. This independent educator-created resource is not affiliated with or endorsed by Crash Course or Complexly.