Machine Learning Cheat sheet - video (For quick Reference) - All In One ML
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- Опубликовано: 30 июн 2024
- 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
superb video!!! watching this for my interview
Superb presentation. Very good Quick revision in less than 30 min
Thanks.. Glad it helped
Great content. Could you kindly share the link to obtain the slides?
Thanks.. But I made ppt just for the video..
@@SandeepBhutani thank you for your reply.