Memory-based Algorithms


Memory-based algorithms are a type of machine learning algorithm that relies on the entire training dataset to make predictions. These algorithms store the training data in memory and use it to calculate the similarity between the new data and the training data. The most common memory-based algorithm is k-Nearest Neighbor (k-NN), which predicts the class of a new data point based on the class of its k-nearest neighbors in the training data. Memory-based algorithms are simple and easy to implement, but they can be computationally expensive and suffer from the curse of dimensionality when dealing with high-dimensional data.


Your Previous Searches
Random Picks

  • Scalability: Scalability is the ability of a system to handle an increasing amount of work or data in a capable and efficient manner. In data science and artificial intelligence, scalability is a crucial factor as the amount of data and complexity of al ... Read More >>
  • Density Estimation: Density Estimation is a process of estimating the probability density function of a random variable from a set of data. It is a fundamental concept in statistics and machine learning that involves modeling the underlying distribution of a d ... Read More >>
  • Knowledge Acquisition: Knowledge Acquisition is the process of extracting and integrating new knowledge into an existing knowledge base. In the context of Data Science and Artificial Intelligence, it refers to the process of acquiring new data and information fro ... Read More >>
Top News

Uber CEO Dara Khosrowshahi calls Elon Musk's vision for Tesla robotaxis 'pretty ...

Uber CEO Dara Khosrowshahi appeared on Friday's episode of the Hard Fork podcast, where he spoke about the future of the autonomous vehicle industry....

News Source: Business Insider on 2024-10-20

After Cynthia Erivo Called "Wicked" Fan Art "Offensive," Ariana Grande Has Offer...

"It's so much bigger than us."View Entire Post ›...

News Source: Buzzfeed on 2024-10-20

Google Research execs reveal how they use AI in their daily lives — and where ...

Google execs on the Research team told Business Insider their favorite uses of AI, like looking up products with Lens or translating pages....

News Source: Business Insider on 2024-10-20

Google DeepMind CEO Demis Hassabis explains what needs to happen to move from ch...

Demis Hassabis, the CEO of Google DeepMind, recently discussed what he thinks will be the next phase of AI after chatbots....

News Source: Business Insider on 2024-10-19

This is OpenAI CEO Sam Altman's favorite question about AGI...

Altman said artificial general intelligence will facilitate "scaffolding that exists between all of us."...

News Source: Business Insider on 2024-10-19