Notes in Deep Learning

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Status	Last Update	Fields
Published	01/19/2025	Linear Regression:- What does it?- Formula- What is its closed form solution?
Published	01/19/2025	Ridge Regression
Published	01/19/2025	Logistic Regression
Published	01/19/2025	Learning Problems
Published	01/19/2025	Moore-Penrose Pseudoinverse
Published	01/19/2025	Activation FunctionsWhich Activation Functions exist and what are their respective formulas?
Published	01/19/2025	Training a Neural Network
Published	01/19/2025	Problems of Sigmoid
Published	01/19/2025	Problems of Tanh
Published	01/19/2025	Problems of ReLU
Published	01/19/2025	Advantages of Deep Neural Networks
Published	01/19/2025	Formula of negative Log-Likelihood
Published	01/19/2025	Formula and intuition behind KL-Divergence
Published	01/19/2025	Maximum Likelihood EstimatorWhat is a the Likelihood?What is the idea?What is the formula?
Published	01/19/2025	What is MAP?
Published	01/19/2025	What are Mixture Density Networks?What is the formula of MDN?
Published	01/19/2025	Derivation of L2-Loss
Published	01/19/2025	Derivation of L1-Loss
Published	01/19/2025	What is aleatoric noise?
Published	01/19/2025	What is the role of the output layer in a neural network?
Published	01/19/2025	What determines the choice of the output layer and loss function?
Published	01/19/2025	What is the primary goal of optimizing a loss function?
Published	01/19/2025	How is the loss function related to the cost in predictions?
Published	01/19/2025	What are the key properties of a good loss function design?
Published	01/19/2025	What is L2 loss, and when is it used?
Published	01/19/2025	What is L1 loss, and when is it used?
Published	01/19/2025	How does the Laplace distribution differ from the Gaussian distribution?
Published	01/19/2025	What is the role of the softmax function in classification tasks?
Published	01/19/2025	What is the formula for the softmax function?
Published	01/19/2025	How is the cross-entropy (CE) loss calculated for classification tasks?
Published	01/19/2025	When should you use whitening during data preprocessing?
Published	01/19/2025	How does the softmax function achieve numerical stability?
Status	Last Update	Fields