Brief educational videos to explain key data science concepts in plain English and with minimal math.

Lesson 1: Unsupervised Machine Learning

Lesson 2: Supervised Machine Learning

Lesson 3: Reinforcement Learning

Lesson 4: K-means Clustering

Lesson 5: Singular Value Decomposition

Lesson 6: Principal Component Analysis

Lesson 7: Naive Bayes

Lesson 8: Support Vector Machine

Lesson 9: Decision Trees

Lesson 10: Random Forest

Lesson 11: k-Nearest Neighbor

Lesson 12: Ridge Regression

Lesson 13: LASSO

Lesson 14: Deep Learning

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