Implementing NLP With AWS RDS Using CloudFormation

Natural Language Processing (NLP) is revolutionizing how organizations manage data, enabling the automation of text-intensive tasks such as analyzing customer feedback, monitoring sentiment, and recognizing entities. NLP can yield significant insights from extensive datasets when integrated with AWS Relational Database...

October 31, 2024

Foundations of LLMs: Tokenization and Embeddings – DZone

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Foundations of LLMs: Tokenization and Embeddings – DZone

Have you ever wondered how various Gen AI tools like ChatGPT or Bard efficiently answer all our complicated questions? What goes behind the scenes to process our question and generate a human-like response with the size of data in magnitudes?...

October 25, 2024

Serverless NLP: Implementing Sentiment Analysis – DZone

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Serverless NLP: Implementing Sentiment Analysis – DZone

In this article, I will discuss building a sentiment analysis tool using AWS serverless capabilities and NLTK. I will be using AWS lambda to run sentiment analysis using the NLTK-vader library and AWS API Gateway to enable this functionality as...

October 22, 2024

How ML and AI are Transforming Healthcare Apps – DZone

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How ML and AI are Transforming Healthcare Apps – DZone

Healthcare has long been a data-intensive domain, and today, the integration of artificial intelligence and machine learning is opening new frontiers, especially in the field of diagnostics. As developers, we’re at the forefront of this transformation, building mobile applications that...

September 19, 2024

Enhancing Few-Shot Text Classification With Noisy Channel Language Model Prompting – DZone

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Enhancing Few-Shot Text Classification With Noisy Channel Language Model Prompting – DZone

Few-shot learning is a fascinating area in natural language processing (NLP), where models are trained to perform tasks with very few labeled examples. Traditional approaches often rely on directly modeling the conditional probability of a label given an input text....

September 19, 2024

Dive into the Fascinating World of Neural Networks for NLP

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Dive into the Fascinating World of Neural Networks for NLP

Hey there! Are you interested in the cutting-edge field of natural language processing (NLP) and the power of neural networks? If so, I’ve got the perfect resource for you – the “Neural Networks for NLP | CMU Course 2021” from...

August 17, 2024

The One-Pixel Threat: Minuscule Changes Fool DL – DZone

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The One-Pixel Threat: Minuscule Changes Fool DL – DZone

AI vulnerabilities: From medical diagnostics to autonomous vehicles, discover how changing a single pixel can compromise advanced deep learning models and explore the critical challenges to securing our AI-powered future. Introduction Deep learning (DL) is a fundamental component of Artificial...

August 2, 2024

Exploring the Evolution of Transformers – DZone

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Exploring the Evolution of Transformers – DZone

In their seminal 2017 paper, “Attention Is All You Need,” Vaswani et al. introduced the Transformer architecture, revolutionizing not only speech recognition technology but many other fields as well. This blog post explores the evolution of Transformers, tracing their development...

July 26, 2024

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History and Future of LLMs – DZone

Inception of LLMs: NLP and Neural Networks The creation of Large Language Models didn’t happen overnight. Remarkably, the first concept of language models started with rule-based systems dubbed Natural Language Processing. These systems follow predefined rules that make decisions and...

July 24, 2024

Topic Tagging Using Large Language Models – DZone

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Topic Tagging Using Large Language Models – DZone

Topic Tagging Topic tagging is an important and widely applicable problem in Natural Language Processing, which involves tagging a piece of content — like a webpage, book, blog post, or video — with its topic. Despite the availability of ML...

July 20, 2024

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