Explainability


Explainability refers to the ability of a machine learning model to provide clear and understandable explanations for its predictions or decisions. It is an important aspect of artificial intelligence and data science, especially in applications where the decisions made by the model have significant impact on human lives, such as healthcare, finance, and criminal justice. Explainability can be achieved through various techniques such as feature importance analysis, decision tree visualization, and local surrogate models. The goal of explainability is to increase transparency, accountability, and trust in machine learning models, and to enable humans to understand and validate the reasoning behind the model's predictions or decisions.


Your Previous Searches
Random Picks

  • Smartphones: Smartphones are mobile devices that are capable of running complex applications and connecting to the internet. They are equipped with various sensors such as GPS, accelerometer, and gyroscope, which enable them to collect data about their ... Read More >>
  • Filters: Filters are a set of rules or conditions that are applied to a dataset to extract specific information or patterns. In data science, filters are used to preprocess data by removing unwanted or irrelevant information, or by selecting only th ... Read More >>
  • Singular Value Decomposition: Singular Value Decomposition (SVD) is a matrix factorization method that decomposes a matrix into three matrices, where the middle matrix contains the singular values of the original matrix. SVD is widely used in data science and machine le ... 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