Posts

Search Atharv Gyan

Deep learning language models

Image
Deep learning language models represent a class of artificial intelligence (AI) models that leverage deep neural networks to understand and generate human-like language. These models have significantly advanced natural language processing (NLP) capabilities, allowing them to comprehend and generate text with a level of sophistication that was previously challenging to achieve. Fundamental Architecture: Deep learning language models are built upon neural networks, specifically recurrent neural networks (RNNs) or transformer architectures. The core idea is to create a network with multiple layers, allowing the model to learn hierarchical representations of language. Each layer processes information from the previous layer, enabling the model to capture intricate patterns and dependencies within the data. Embeddings: Language models typically begin by representing words as embeddings. These embeddings encode semantic information about words and enable the model to understand relationshi...

Cloud Computing Guide

Image
Cloud computing is a vast and dynamic field that involves the delivery of computing services including servers, storage, networking, databases, analytics, software, and intelligence over the internet to offer faster innovation, flexible resources, and economies of scale. Here is a comprehensive guide to help you learn about cloud computing: 1. Understanding the Basics: Definition: Learn what cloud computing is and understand the key concepts, such as on-demand resources, scalability, and resource pooling. Service Models: Service Models in cloud computing refer to the different levels of abstraction at which cloud services are delivered. These models define the extent of control and responsibility that users have over the computing resources. The three primary service models are: 1. Infrastructure as a Service (IaaS): Definition: IaaS provides virtualized computing resources over the internet. Users can rent virtual machines, storage, and networking infrastructure on a pay-as-you-go b...
AtharvGyan Splash Animation