Batch Normalization
Batch Normalization is a technique used in deep learning neural networks to improve the training speed and stability of the model. It works by normalizing the inputs of each layer, which helps to reduce the internal covariate shift problem. This problem occurs when the distribution of the inputs to a layer changes during training, which can make it difficult for the model to converge. Batch Normalization addresses this issue by normalizing the inputs to each layer based on the mean and variance of the inputs in the current batch. This helps to ensure that the inputs to each layer have a similar distribution, which can improve the stability and speed of training. Additionally, Batch Normalization can act as a form of regularization, which can help to prevent overfitting and improve the generalization performance of the model.
Your Previous Searches
Random Picks
- Eigenvalue: In linear algebra, an eigenvalue of a square matrix is a scalar that represents how a linear transformation changes the direction of the corresponding eigenvector. In data science, eigenvalues are used in principal component analysis (PCA) ... Read More >>
- Poisson Distribution: Poisson Distribution is a statistical distribution that shows the probability of a certain number of events occurring in a fixed interval of time or space, given the average rate of occurrence of the event. It is used to model the number of ... Read More >>
- GPU Acceleration: GPU acceleration refers to the use of a graphics processing unit (GPU) to perform computations in parallel, which can significantly speed up certain types of data processing tasks. GPUs are designed to handle large amounts of data simultane ... Read More >>
Top News
These are the fastest-growing job titles, according to LinkedIn users | CNN Busi...
Some of the fastest-growing jobs for 2025 barely existed at the turn of the century, according to a new analysis from LinkedIn....
News Source: CNN on 2025-01-11
A man trying to recover a hard drive containing $750 million of bitcoin from a l...
James Howells has been trying to gain access to a landfill site for the past decade, where he believes his hard drive containing a bitcoin fortune is....
News Source: Business Insider on 2025-01-11
A notorious market bear who called the 2000 and 2008 crashes warns we're in the ...
"My impression is that it will end badly," says John Hussman....
News Source: Business Insider on 2025-01-11
China and UK restart economic and financial talks after 6-year hiatus...
China and Britain have restarted economic and financial talks after a six-year hiatus during a visit by Britain’s Treasury chief to Beijing...
News Source: ABC News on 2025-01-11
NATO turned to elite divers to test sabotage protections for critical undersea c...
NATO shared new footage of a recent test of new sensors able to shield undersea cables by special operations divers....
News Source: Business Insider on 2025-01-10