LINEAR-LOG models are wild 😜 A 1% increase in age → a fixed +$268 salary bump at ANY age Not per year… per PERCENT 🤯 Diminishing returns? Solved!🔥 Double your age (20→40 or 40→80) → same +$18.5K boost. Non-linear world 📉, linear interpretation: watch 9-min breakdown: youtu.be/k4kV5tMw2P0
Log-Linear Regression in R: log the outcome to tame skew, straighten curves, stabilize variance and read effects as % changes. Watch 7 min Video for Details to Interpret like a BOSS: youtu.be/GBd-qRb3ykM
#RStats #Statistics #MachineLearning #RegressionAnalysis #DataAnalytics
CHOOSE STATISTICAL TEST in 4 QUESTIONS (NO MATH! 🤯) Stop struggling with T-Tests, ANOVAs & Chi-Square. Use this simple flowchart guide to pick the right test every time👇
Watch the full beginner's guide now: youtu.be/EeASQZvGRcg
#Statistics #DataScience #DataAnalysis #stats
ANOVA in R! 💪 in ONE LINE OF CODE!
ggstatsplot::ggbetweenstats(ISLR::Wage, race, wage)
Watch the video for more details: youtu.be/JDGtLG0Tceo
#rstats #statistics #dataanalysis #stats #datascience #r4ds
🎬 Multivariable Ordinal Regression in R: The Ultimate Masterclass (4K)!
youtu.be/Mu7DBIIYXuM
#rstats #statistics #dataanalysis #stats #datascience #r4ds #RProgramming #ML #AI
Decoding the Numeric Predictor in Ordinal Regression 📈
youtu.be/bzZMhegRwYM
#rstats #statistics #dataanalysis #stats #datascience #r4ds #RProgramming #ML #AI
LESS CODE, MORE RESULTS! 💪 Multivariable Logistic Regression in #R
Watch the video for even more value: youtu.be/EIR9zN0tDPw
#rstats #statistics #dataanalysis #stats #datascience #r4ds #RProgramming #ML #AI
Mastering Ordinal Regression (Part 2): Boost Your Stats with Cumulative & Exceedance Probabilities
youtu.be/9ZJiHCPNxQE
#DataScience #RStats #FreeLearning #Statistics #DataAnalysis #r4ds
New Video on Ordinal Regression Demystified Part 1 = Proportional Odds Model = Ordered Logit Model = Cumulative Link Model
youtu.be/l0jji3yQ7is
#DataScience #RStats #FreeLearning #Statistics #DataAnalysis #r4ds
🚨 Don’t Waste Money on R-Stats Courses! 99% of Stats & ML skills are FREE! 📚✨
5 Game-Changing Books:
- Stats for Vet. and Animal Science
- R4DS
- ISLR
- Mixed Effects Models and Ext. in Ecology
- Statistical Rethinking
Who am I? www.youtube.com/@yuzaR-Data-...
#DataScience #RStats
Better Than Logistic Regression? Multinomial Regression 💪 The SECRET Alternative (+ R Code!)
youtu.be/c_vsWlx0g38
#rstats #statistics #dataanalysis #stats #datascience #r4ds #tidymodels
Thanks 🙏 Daniel! I have to look into modelbased package 📦 more deeply!
Risk Ratios & Odds Ratios Explained (No More Confusion!)
youtu.be/EmaMo8A4Upc
#rstats #statistics #dataanalysis #stats #datascience #r4ds #tidymodels
Beyond Logistic Regression: Master Risk Ratios with Log-Binomial Models!
youtu.be/6-mfTmKTYKM
#rstats #statistics #dataanalysis #stats #datascience #r4ds #tidymodels
Confusion Matrix: The Correct Way & The #1 Mistake You're Making
youtu.be/8A2hog3CgHI
#rstats #statistics #dataanalysis #stats #datascience #r4ds #tidymodels
7 Must-Know Metrics of the Confusion Matrix That Power Machine Learning and Medicine
youtu.be/ZkAzmxrRhvQ
#rstats #statistics #dataanalysis #stats #datascience #r4ds #tidymodels
Accuracy is a LIE! Master Error Metrics for Real-World Machine Learning in 11 Minutes by Watching this video: youtu.be/BFiE-bQNbZc
#rstats #statistics #dataanalysis #stats #datascience #r4ds #tidymodels
Confusion Matrix Beyond Accuracy: Unlock the Secret Power of Diagnostic Odds Ratio (DOR), Positive Likelihood Ratio (LR+) & Negative Likelihood Ratio (LR−)
10 min Video for details: youtu.be/ZCAYOdjhbpA
#rstats #statistics #dataanalysis #stats #datascience #r4ds #tidymodels
Stop Using Accuracy! 4 Essential Metrics for Imbalanced Data
11 min Video for details: youtu.be/1l2hiQvr-c8
#rstats #statistics #dataanalysis #stats #datascience #r4ds #tidymodels
LESS CODE, MORE RESULTS! 💪 Multivariable Linear Regression in #R
Watch the video for even more value: www.youtube.com/watch?v=Cc4E...
#rstats #statistics #dataanalysis #stats #datascience #r4ds #RProgramming
CONFUSION MATRIX 6: Hidden Machine Learning Metrics You Can’t Afford to Ignore!
10 min Video for details: youtu.be/yzdNMzEx-KI
#rstats #statistics #dataanalysis #stats #datascience #r4ds #tidymodels
Thanks 🙏
🙏🙏🙏
BOOTSTRAPPED REGRESSION #R ! 💪 via {tidymodels}
9 min Video for details: youtu.be/sjCxIHVGkdE
#rstats #statistics #dataanalysis #stats #datascience #r4ds #tidymodels
Your paycheck at 50? 🤑 Data Reveals a HUGE gap between Best & Worst Case Scenarios
Advanced degree + marriage + … = 📈
No health insurance + single + … = 📉
Full analysis in the thread👇 11 min video for details: youtu.be/i8_SUViyjcU
#rstats #statistics #dataanalysis #stats #datascience #r4ds
ROBUST REGRESSION IN #R ! 💪 {robustbase}
5 min video for details: youtu.be/M_7MOkAm9WU
#rstats #statistics #dataanalysis #stats #datascience #r4ds
ROC Curves, AUC & Optimal Cutoffs in #R ! 💪 {cutpointr} 📦
Video for details: youtu.be/IlGILVpsK8I
#rstats #statistics #dataanalysis #stats #datascience #r4ds
#machinelearning
PERFECT TABLES IN #R ! 💪 {gtsummary}
10 min video for more value: youtu.be/hyP3Hx_1kTM
#rstats #statistics #dataanalysis #stats #datascience #r4ds #tidymodels
well, if I have too many pairwise comparison, I think it's necessary, but that's just an opinion
true! :) interpreting logistic regression with interaction with summary() is sooo unintuitive :)
