Archives for bias - Page 3
Modern machine learning or one can say deep learning algorithms, have become really good at multiple tasks. For example, object detection tasks have been overtaken by modern ML methods. There is a growing understanding that larger models are “easy” to optimise in the sense that local methods, such as stochastic gradient descent (SGD), converge to…
The post Is It Okay To Abandon Traditional Machine Learning Approaches? appeared first on Analytics India Magazine.
Modern machine learning or one can say deep learning algorithms, have become really good at multiple tasks. For example, object detection tasks have been overtaken by modern ML methods. There is a growing understanding that larger models are “easy” to optimise in the sense that local methods, such as stochastic gradient descent (SGD), converge to…
The post Is It Okay To Abandon Traditional Machine Learning Approaches? appeared first on Analytics India Magazine.
Most of the deep learning modeling is more or less black box modeling. There isn’t much one can do to inspect how an algorithm implements a particular task. A model can be biased by associating stripes with zebra more often than with a tiger. Human beings are biased. These prejudices and intuition helped them survive…
The post Can TCAVs Solve The Problem Of Bias In Machine Learning appeared first on Analytics India Magazine.
IBM is launching a new tool which will check biases in algorithms and try to understand how and why they crept in, and how to mitigate them. Called AI Fairness 360 (AIF360), this product by IBM is a comprehensive open-source toolkit of metrics to check for unwanted bias in datasets, machine learning models, and state-of-the-art algorithms. […]
The post IBM Launches ‘AI Fairness 360’ To Detect Bias In Artificial Intelligence appeared first on Analytics India Magazine.