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6May

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Using AI to Predict Design Trends

5 days ago Design trends evolve at a blistering pace, especially in web design. On multi-month projects, you might work on a cutting-edge design after the kick-off meeting, only to launch a dated-looking site. Enter predictive analytics — a machine learning approach that can trace patterns in datasets and even anticipate future pattern...

What is Bias & Why Does It Happen in LLMs? | by Stefan Kojouharov | Oct, 2023

Bias has something profound to teach us about the human condition, which relates to attention.We all have a limited amount of attention and give our attention to the things we value.But how do we know what objects to give our attention to?How does the evaluation happen?It happens a prior. We don’t have enough time to scan the environment and evaluate everything single object.Instead, we simply filter the world for what we value.As a result, we are more familiar with and prefer what we value. These preferences can make us blind to other information and miscalculate its importance and value, which leads to Bias.So, Bias first happens a priori; it happens before we give our attention to an object, person, experience, or event.The second level of Bias occurs as a result of perspective.When we ...

Hands-on for Toxicity Classification and minimization of unintended bias for Comments using classical machine learning models | by Anurag Maji

In this blog, I will try to explain a Toxicity polarity problem solution implementation for text i.e. basically a text-based binary classification machine learning problem for which I will try to implement some classical machine learning and deep learning models.For this activity, I am trying to implement a problem from Kaggle competition: “Jigsaw Unintended Bias in Toxicity Classification”.In this problem along with toxicity classification, we have to minimize the unintended bias (which I will explain briefly in the initial section).sourceBackground:This problem was posted by the Conversation AI team (Research Institution) in Kaggle competition.This problem’s main focus is to identify the toxicity in an online conversation where toxicity is defined as anything rude, disrespectful, or othe...