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βœ… Machine Learning Acronyms You Must Know πŸ€–πŸ“ˆ

ML β†’ Machine Learning
AI β†’ Artificial Intelligence
DL β†’ Deep Learning
NLP β†’ Natural Language Processing
CV β†’ Computer Vision

SL β†’ Supervised Learning
UL β†’ Unsupervised Learning
RL β†’ Reinforcement Learning

X β†’ Features (Input Variables)
y β†’ Target Variable

MSE β†’ Mean Squared Error
RMSE β†’ Root Mean Squared Error
MAE β†’ Mean Absolute Error
RΒ² β†’ Coefficient of Determination

TP β†’ True Positive
TN β†’ True Negative
FP β†’ False Positive
FN β†’ False Negative

ROC β†’ Receiver Operating Characteristic
AUC β†’ Area Under the Curve

SGD β†’ Stochastic Gradient Descent
GD β†’ Gradient Descent
LR β†’ Learning Rate

PCA β†’ Principal Component Analysis
SVD β†’ Singular Value Decomposition

CNN β†’ Convolutional Neural Network
RNN β†’ Recurrent Neural Network
LSTM β†’ Long Short-Term Memory
GRU β†’ Gated Recurrent Unit

BERT β†’ Bidirectional Encoder Representations from Transformers
GPT β†’ Generative Pre-trained Transformer

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