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Surprise Test for Deep Learning Model

Machine learning models like other software are vulnerable to wrong outputs and adversarial attacks. It is quite necessary to check for their correctness and robustness through various tests before deployment.

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Genetic Algorithms for Optimization

Genetic algorithms have gain popularity recently owing to its similarity to genetic evolution and use in optimization techniques. Prof John Holland, known as the father of genetic algorithms, presented the concept in 1960 at the University of Michigan. The idea was mainly inspired by Charles Darwin`s theory of Evolution. These algorithms are widely used in mathematics nowadays.

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An insight to BERT Attentions

Attention mechanisms are now commonly used in many NLP tasks. Attention mainly refers to focus on data in machines like humans. The year 2017 has been very pivotal in terms of its contributions to Machine Learning especially Natural Language Processing. The transformer Models changed the way of putting NLP tasks in a different fashion. Previously, For NLP tasks like Summarization and question answering, a common implementation was dot-based attention (flat attentions).

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