Imbalanced Data
Imbalanced data refers to a situation where the distribution of classes in the target variable is not equal. In other words, one class has significantly more or fewer instances than the other class(es). This is a common problem in many real-world scenarios such as fraud detection, disease diagnosis, and anomaly detection. Imbalanced data can lead to biased models that perform poorly on the minority class. Therefore, it is important to handle imbalanced data appropriately to ensure that the model can learn from both classes equally. There are several techniques to handle imbalanced data such as oversampling the minority class, undersampling the majority class, and generating synthetic samples using techniques such as SMOTE (Synthetic Minority Over-sampling Technique).
Your Previous Searches
Random Picks
- CPU: CPU stands for Central Processing Unit, which is the primary component of a computer system that performs most of the processing tasks. It is also known as the brain of the computer. The CPU is responsible for executing a sequence of stored ... Read More >>
- Computation Graph: Computation Graph is a directed acyclic graph that represents a mathematical computation. It is a visual representation of a mathematical model that allows efficient computation of gradients for optimization algorithms. Computation graphs a ... Read More >>
- CSR Format: CSR (Compressed Sparse Row) format is a way of representing sparse matrices in a compressed form. In a sparse matrix, most of the elements are zero, and storing these zeros is a waste of memory. CSR format stores only the non-zero elements ... Read More >>
Top News
TikTok goes dark in the US...
TikTok’s app was removed from prominent app stores on Saturday just before a federal law that would have banned the popular social media platform was scheduled to go into effect...
News Source: ABC News on 2025-01-19
With a US ban on TikTok hours away, Trump says he 'most likely' will grant an ex...
President-elect Donald Trump says he “most likely” will give TikTok 90 more days to work out a deal that would allow the popular video-sharing platform to avoid a U.S. ban...
News Source: ABC News on 2025-01-18
As the wildfires grew closer, people with disabilities say they often had to fen...
When people with disabilities aren’t included in disaster plans, the results can be deadly, advocates say. They advise that people make plans in case of wildfires or other emergencies....
News Source: CNN on 2025-01-18
These are Sam Altman's predictions on how the world might change with AI...
OpenAI CEO Sam Altman has made several predictions about where we're headed on AGI, superintelligence, agentic AI — and when we might get there....
News Source: Business Insider on 2025-01-18
How scientists with disabilities are making research labs and fieldwork more acc...
Disabled scientists are trying to make research labs and fieldwork more accessible...
News Source: ABC News on 2025-01-18