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AI Adoption

Inherited Biases Within Your Data

Dealing With AI Biases Part 2: Inherited Biases Within Your Data

AI bias problem is currently being thought of as a data problem. And to a large extent, if we can fix the biased data, we would’ve addressed most of the AI biases. However, not all biases are bad. In fact, biases are often introduced in training data to improve the performance of the trained model.

Acknowledging your AI is Bias

Dealing with AI Biases Part 1: Acknowledging the Bias

Today, most AI practitioners in the industry are treating AI bias as a data problem. To a large extent, if we can fix the biased data, we fix the AI bias problem. However, fixing the biased data is not the only way to address the problem.

Explainable AI (XAI) is key to opening the black box

Explainable AI: The Key to Opening the Black Box

Today, XAI is proving that the infamous “black box problem” is really not a problem after all. Business leaders who continue to scapegoat the use of AI due to its black-box nature are essentially foregoing an efficient and reliable way to optimize their business decisions for something that is only a problem of the past.

The Black Box Problem: A Convenient Scapegoat

The Black Box Problem: A Convenient Scapegoat

What makes a black box model uninterpretable is just complexity, nothing more! And the black box problem is an inherent inability of our human brain to distill those complex models down to something simple enough for us to explain in English.

Without trust in AI there is no value and no ROI

Successful Enterprise AI Adoption in 3 Steps

The fear for AI is even more imminent with the advent of large language model (LLM) like ChatGPT (OepnAI), LLaMA (Meta), LaMDA (Google), etc. What must be done to reassure employees, while still ensuring the business reaps the benefit of AI and evolve as necessary?

Artificial Intelligence is the New Business Intelligence

AI is the New BI

To understand AI in ways that drive business, we must start with something that business is familiar with — business intelligence (BI). BI provides data and analytics to help business leaders make more informed decisions. Over the years, BI has evolved to include three basic types of analytics.