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R.E.D.: Scaling Text Classification with Expert Delegation

R.E.D.: Scaling Text Classification with Expert Delegation

by Dr. Owns | Mar 20, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

With the new age of problem-solving augmented by Large Language Models (LLMs), only a handful of problems remain that have subpar solutions. Most classification problems (at a PoC level) can be solved by leveraging LLMs at 70–90% Precision/F1 with just good prompt...
Algorithm Protection in the Context of Federated Learning 

Algorithm Protection in the Context of Federated Learning 

by Dr. Owns | Mar 20, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

While working at a biotech company, we aim to advance ML & AI Algorithms to enable, for example, brain lesion segmentation to be executed at the hospital/clinic location where patient data resides, so it is processed in a secure manner. This, in essence, is...
Mastering the Poisson Distribution: Intuition and Foundations

Mastering the Poisson Distribution: Intuition and Foundations

by Dr. Owns | Mar 20, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

You’ve probably used the normal distribution one or two times too many. We all have — It’s a true workhorse. But sometimes, we run into problems. For instance, when predicting or forecasting values, simulating data given a particular data-generating process, or when...
Six Organizational Models for Data Science

Six Organizational Models for Data Science

by Dr. Owns | Mar 20, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction Data science teams can operate in myriad ways within a company. These organizational models influence the type of work that the team does, but also the team’s culture, goals, Impact, and overall value to the company.  Adopting the wrong organizational...
Mastering Hadoop, Part 3: Hadoop Ecosystem: Get the most out of your cluster

Mastering Hadoop, Part 3: Hadoop Ecosystem: Get the most out of your cluster

by Dr. Owns | Mar 14, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

As we have already seen with the basic components (Part 1, Part 2), the Hadoop ecosystem is constantly evolving and being optimized for new applications. As a result, various tools and technologies have developed over time that make Hadoop more powerful and even more...
The Impact of GenAI and Its Implications for Data Scientists

The Impact of GenAI and Its Implications for Data Scientists

by Dr. Owns | Mar 14, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

GenAI systems affect how we work. This general notion is well known. However, we are still unaware of the exact impact of GenAI. For example, how much do these tools affect our work? Do they have a larger impact on certain tasks? What does this mean for us in our...
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