Explainable artificial intelligence (XAI) is a set of processes and methods that allows human users to comprehend and trust the results and output created by machine learning algorithms.
According to IBM, Explainable AI describes an AI model, its expected impact, and potential biases. It helps characterize model accuracy, fairness, transparency, and outcomes in AI-powered decision-making.
Explainable AI is crucial for an organization to build trust and confidence when putting AI models into production.
"As AI becomes more advanced, humans are challenged to comprehend and retrace how the algorithm came to a result. The whole calculation process is turned into what is commonly referred to as a “black box" that is impossible to interpret. These black box models are created directly from the data. And, not even the engineers or data scientists who build the algorithm can understand or explain what exactly is happening inside them or how the AI algorithm arrived at a specific result, says IBM
There are many advantages to understanding how an AI-enabled system has led to a specific output.
Explainability can help developers ensure that the system is working as expected, it might be necessary to meet regulatory standards, or it might be important in allowing those affected by a decision to challenge or change that outcome.
What is x.AI Co.
x.AI is a company working on building artificial intelligence to accelerate human scientific discovery under the leadership of Elon Musk, CEO of Tesla and SpaceX
Timeline
August 18, 2023: xAI finished training the first flagship model, Grok-0, which is a 33B parameter dense transformer architecture.
November 3, 2023
Grok-1: xAI announced the early-access release of conversational AI Grok and the Grok-1 model.
November 6, 2023
PromptIDE l was launched for prompt engineering.
December 7, 2023
X users subscribed to X Premium+ start using Grok on the X website and apps.
August 13, 2024
Grok-2 released, a frontier language model with state-of-the-art reasoning capabilities, alongside a smaller but still capable sibling, Grok-2 mini.
November 4, 2024
Released the xAI API, giving developers programmatic access to our Grok series of foundation models.
09 December 2024
Grok's capabilities were updated with a new autoregressive image generation model, code-named Aurora, available on the
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