Machine Learning Cheat sheet - video (For quick Reference) - All In One ML
Channel: Mixture
Date: 2020-04-05

This is a cheat sheet video which quicly covers (refresher) following topics:
Machine Learning
Types - Supervised, Unsupervised, Reinforcement, Self supervised, Transfer, meta learning
Underfitting and Overfitting and how to avoid - Early stopping, Cross Validation, Pruning, Regularization, Data Augmentation
Bias and Variance (Sensitivity) Tradeoff
OLS - Ordinary Least Square
MLE - Maximum Liklihood Estimation
Linear Regression
Logistic Regression
Gradient Descent
Types - Batch Gradient Descent, Stochastic Gradient Descent (SGD), Mini Batch Gradient Descent, Momentum, Nesterov, Adagard, Adadelta, Adam
KNN - K Nearest Neighbors
LDA - Linear Discriminant Analysis
Naive Bayes
SVM - Support Vector Machines
CART - Classification and Regression Trees
Random Forest
Bagging
Bootstrapping
Boosting
AdaBoost

Helpful for quick reference and Interview Preparation
Machine Learning All in One