Tag: machine learning
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The Human Edge in Probabilistic AI-How NextWealth Enables Trustworthy Vision
As AI systems advance toward fully autonomous vehicles, smart cities, industrial robotics, and defence. Computer Vision is no longer just about classification accuracy. It’s about making decisions under uncertainty, managing risk, and building trust. This is where Bayesian methods are gaining momentum. Offering probabilistic reasoning that lets models say not just what they see, but…
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Human-in-the-Loop (HITL): De-Bugging the Myths Behind Trustworthy AI
As Artificial Intelligence (AI) integrates deeper into everyday life i.e. from autonomous vehicles and satellite imaging to precision agriculture, e-commerce automation, and clinical diagnostics; trust in AI outcomes becomes paramount. In this data-driven era, success hinges not on model complexity alone, but on the integrity of the data feeding these models. Yet, despite the critical…
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Active Learning – A breather for the squeezed
Missing the cold-war era big time! I can see that data scientists miss the space race of the Cold War big time! At least in the way that an unlimited budget was available to develop new technologies. Alas, today they need to walk a tight rope to produce models with high accuracy that remain within…
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Data Privacy for AI and ML
In the battle between future markets and higher market shares, automated systems and artificial intelligence technology is what will decide the winner, taking them ahead of their competitors. The next decade in AI and ML is expected to turnover 21B Euros worldwide. However, the only possible impediment it needs to address is Data Privacy. As…
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Human Touch to AI : The Ground Truth Challenge
One of the key challenges for a Data Science team is the search for an accurately labelled dataset for solving the given problem. While it is easy to build a basic model that is reasonably accurate for a demo to the business, going beyond it towards a production worthy solution needs gold standard ground truth…