Imagine stepping onto the dance floor, ready to perform a complex dance like the Tango. You know the steps, but to truly shine, you need a partner who understands your cues and moves in perfect harmony with you. Just as a dancer relies on their partner’s expertise to execute a flawless performance, AI relies on the art of Prompt Engineering to interpret human language and respond in a…
The mankind has stored all the knowledge in this world in books in different languages. AI has transferred this knowledge into huge Matrix. Each dimension of this matrix is about one aspect of knowledge. We can augment this Matrix with more knowledge via Transfer Learning…
Language is made of sequence of words (tokens). When a token turns around and reciprocate the attention of a previous token – magic happens!! Success of language models is from modeling this two-way or biderectional attention. Now the question comes … how does that magic happens, under the hood? Well the answer is ‘Transformers’ which are 12 layers of Neural Networks stacked one over the other, which…
Data Science provides scientific framework to analyze the interplay of variables of interest (e.g. income) in terms of other influencing variables (e.g. years of education, seniority), typical giving a relationship of the form Y = f (X). To decipher this relationship we go to our friend Optimization and use techniques like least square when we use Regression as framework of choice, on the other hand use gradient descent when…