PCA
PCA (Principal Component Analysis) is a statistical technique used to reduce the dimensionality of a dataset while retaining as much of the original variation as possible. It works by identifying the directions of maximum variance in the data and projecting the data onto a lower-dimensional subspace formed by these directions. This results in a new set of uncorrelated variables, called principal components, which can be used for further analysis or visualization. PCA is commonly used in data preprocessing, exploratory data analysis, and feature extraction. It can also be used for noise reduction, outlier detection, and data compression.
Your Previous Searches
Random Picks
- Anomaly-based Detection: Anomaly-based detection is a technique used in data science and artificial intelligence to identify unusual patterns or behaviors in data that deviate from the norm. It involves creating a baseline of normal behavior and then monitoring dat ... Read More >>
- Intelligence Explosion: In the context of Data Science and Artificial Intelligence, Intelligence Explosion refers to a hypothetical scenario where an artificial intelligence (AI) system is capable of self-improvement, leading to rapid advancements in its intellige ... Read More >>
- Redundant Bits: Redundant bits refer to extra bits added to a data transmission or storage system to detect and correct errors that may occur during transmission or storage. These bits are added to the original data to create a new set of data that can be ... Read More >>
Top News
New college grad? Here's what experts say you should know about AI....
We asked three experts what fresh college graduates can do to prepare as artificial intelligence changes how Americans work. Here's what they said....
News Source: CBS News on 2025-06-06
Senate Republicans revise ban on state AI regulations in bid to preserve controv...
Senate Republicans have made changes to their party’s sweeping tax bill in hopes of preserving a new policy that would prevent states from regulating artificial intelligence...
News Source: ABC News on 2025-06-06
Use of Community Notes on Elon Musk's X has plummeted in 2025...
Half as many crowdsourced Community Notes were created in May than were created in January....
News Source: NBC News on 2025-06-06
Film Festival showcases what artificial intelligence can do on the big screen...
Artificial Intelligence’s use in filmmaking is growing...
News Source: ABC News on 2025-06-06
Can AI be held accountable? AI ethicist on tech giants and the AI boom...
What is the future of AI and efforts to regulate its harms? Marc Lamont Hill speaks to AI ethicist Rumman Chowdhury....
News Source: Al Jazeera English on 2025-06-06