Master the Bias-Variance Tradeoff: Simplified Explanation & Key Insights 📊

What is Bias? What is the tradeoff between bias and variance? These questions and more answered today!

ABOUT ME
⭕ Subscribe: https://www.youtube.com/c/CodeEmporium?sub_confirmation=1
📚 Medium Blog: https://medium.com/@dataemporium
💻 Github: https://github.com/ajhalthor
👔 LinkedIn: https://www.linkedin.com/in/ajay-halthor-477974bb/

RESOURCES
[1] What are estimators? https://en.wikipedia.org/wiki/Estimator#Quantified_properties
[2] The importance of Mean Squared Error and it's bias-variance decomposition: https://en.wikipedia.org/wiki/Mean_squared_error
[3] Unbiased Estimators: https://en.wikipedia.org/wiki/Bias_of_an_estimator
[4] Bias Variance Tradeoff: https://en.wikipedia.org/wiki/Bias–variance_tradeoff#Bias–variance_decomposition_of_mean_squared_error
[X] More resources on bias-variance decomposition: http://rasbt.github.io/mlxtend/user_guide/evaluate/bias_variance_decomp/


MATH COURSES (7 day free trial)
📕 Mathematics for Machine Learning: https://imp.i384100.net/MathML
📕 Calculus: https://imp.i384100.net/Calculus
📕 Statistics for Data Science: https://imp.i384100.net/AdvancedStatistics
📕 Bayesian Statistics: https://imp.i384100.net/BayesianStatistics
📕 Linear Algebra: https://imp.i384100.net/LinearAlgebra
📕 Probability: https://imp.i384100.net/Probability

OTHER RELATED COURSES (7 day free trial)
📕 ⭐ Deep Learning Specialization: https://imp.i384100.net/Deep-Learning
📕 Python for Everybody: https://imp.i384100.net/python
📕 MLOps Course: https://imp.i384100.net/MLOps
📕 Natural Language Processing (NLP): https://imp.i384100.net/NLP
📕 Machine Learning in Production: https://imp.i384100.net/MLProduction
📕 Data Science Specialization: https://imp.i384100.net/DataScience
📕 Tensorflow: https://imp.i384100.net/Tensorflow