Machine Learning

Tokenization is an umbrella term for the methods used to turn texts into chunks of words or sub-words. Tokenization has a lot of applications in computer science, from compilers to Natural Language Processing. In this article, we would be focusing on tokenizers in Language models, in particular, a method of tokenization called Byte Pair Encoding. The last few years have witnessed a revolution in NLP catalyzed mainly by the introduction of the transformers architecture in 2017 with the paper ‘Attention is all you need ’ epitomized by the introduction of ChatGPT in late 2022....

And Enhance!! (from Blade Runner ), that’s Computational Photography . Computational photography describes signal processing techniques and algorithms that allow computers to replicate photographic processes like motion - blur correction , auto-focus ,depth-sensing , zoom and other features that would otherwise be impossible without optics ,while some of these processes use artificial intelligence techniques, Computational Photography is more than just AI , it involves a series of process like that takes an image from the Ones and Zeros on captured by image signal sensors and process to the final image displayed on screens ....