Archives for Black Box

19 Dec

Trust Issues: Is AI Black Box Creating A Black Future?

The rise of automation and the emergence of artificial intelligence in the field of decision making has been on the receiving end of severe critics in the last few years, where businesses and people have not been able to fully trust the technology it’s operating on. The key reason behind such mistrust is the AI’s…

The post Trust Issues: Is AI Black Box Creating A Black Future? appeared first on Analytics India Magazine.

18 Oct

8 Explainable AI Frameworks Driving A New Paradigm For Transparency In AI 

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Due to the ambiguity in Deep Learning solutions, there has been a lot of talk about how to make explainability inclusive of an ML pipeline. Explainable AI  refers to methods and techniques in the application of artificial intelligence technology (AI) such that the results of the solution can be understood by human experts. It contrasts…

The post 8 Explainable AI Frameworks Driving A New Paradigm For Transparency In AI  appeared first on Analytics India Magazine.

21 Sep

Does It Matter If Neural Networks Memorize Data Unintentionally? 

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The privacy issues posed by the deployment of machine learning models are garnering a lot of attention nowadays. The data used to train the model is being exploited or has the potential to be exploited. It can be training of an NLP model using emails or training of a convolutional neural network using images.   These…

The post Does It Matter If Neural Networks Memorize Data Unintentionally?  appeared first on Analytics India Magazine.

16 Sep

How Loss Change Allocation For Machine Learning Training Can Aid Transparency

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Whether it is the market crash or a wrong diagnosis, the after-effects will be certainly irreversible. Hence, tracking the development of machine learning algorithm throughout its life cycle becomes crucial. Neural network activations have an underlying compositional, combinatorial structure.  Visualising the behaviour of neural networks has been of great interest lately for two reasons —…

The post How Loss Change Allocation For Machine Learning Training Can Aid Transparency appeared first on Analytics India Magazine.

18 Aug

Will IBM’s Latest AI Toolkit Set The Path Towards Explainable AI?

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There are certain times when researchers and neural net builders fail to explain what’s going on behind the black box. For instance, deep neural networks, large ensemble models, among others have been achieving significant accuracies but these algorithms lack the explanation behind the decisions.  Who doesn’t like to get a clear explanation of a complex…

The post Will IBM’s Latest AI Toolkit Set The Path Towards Explainable AI? appeared first on Analytics India Magazine.

04 Jul

Deep Neural Networks Can Now Simulate The Universe, But Scientists Can’t Explain How

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image-5521

Researchers at the Simons Foundation have created a simulation of the universe that is both fast and accurate. The new artificial intelligence model used to run the simulation improves upon existing models in such a way that it can offer data on additional parameters even if it is not available in the training data. However,…

The post Deep Neural Networks Can Now Simulate The Universe, But Scientists Can’t Explain How appeared first on Analytics India Magazine.

03 Apr

Is Explainable AI The Next Big Evolutionary Trend In Artificial Intelligence?

Advancements in technologies over the years have created explosions in the field of artificial intelligence. Today in this modern computing era, AI is not only redefining jobs, but it’s redefining careers. AI  has some other branches that many are not aware of (except the techies), and explainable AI is one of them. In this article,…

The post Is Explainable AI The Next Big Evolutionary Trend In Artificial Intelligence? appeared first on Analytics India Magazine.

03 Apr

Is Explainable AI The Next Big Evolutionary Trend In Artificial Intelligence?

Advancements in technologies over the years have created explosions in the field of artificial intelligence. Today in this modern computing era, AI is not only redefining jobs, but it’s redefining careers. AI  has some other branches that many are not aware of (except the techies), and explainable AI is one of them. In this article,…

The post Is Explainable AI The Next Big Evolutionary Trend In Artificial Intelligence? appeared first on Analytics India Magazine.