Mahmoud Hamed Namnamarabic-tokenization.hashnode.dev·9 hours agoArabic Language Tokenization Explained: Key Concepts and MethodsIntroduction Tokenization is one of the first steps in Natural Language Processing (NLP), where text is divided into smaller units known as tokens. These units can be words, sentences, or even characters. Tokenization is essential for text analysis, ...3 likes·67 readsfarasa
Anton R Gordonantonrgordon.hashnode.dev·7 hours agoThe Magic of Transformer Models: Understanding Attention and GenerativityTransformer models have revolutionized the field of natural language processing (NLP), enabling machines to understand and generate human-like text with unprecedented accuracy. Central to their success is the innovative self-attention mechanism, a co...CNNs (Convolutional Neural Networks)
HiDevs communityforHiDevs communityhidevscommunity.hashnode.dev·Dec 9, 2024The Fundamentals of Gen AI & LLM ModelsThe ever-evolving world of AI is shaped by its linguistic marvels—LLM models. From GPT’s creative storytelling to BERT’s precise understanding, these models are revolutionizing communication, creativity, and beyond. At Hidevs, we empower learners to ...generative ai
Gabi Dobocanblog.telepat.io·Dec 5, 2024Unlocking BERT's Potential with Active Learning: Practical Applications and InsightsActive Learning: Enhancing BERT's Efficiency for Real-World Text Classification Text classification, a vital task in natural language processing (NLP), faces significant challenges like class imbalance and the scarcity of labeled data, often critical...Active Learning
Sankhadeep Debdassandyd.hashnode.dev·Nov 27, 2024Introduction to Sentiment Analysis with BERTArticle By Sankhadeep Debdas Sentiment analysis is a crucial task in Natural Language Processing (NLP) that involves identifying and categorizing the emotional tone behind a body of text. This analysis is widely applied in various domains such as soc...Machine Learning
Gabi Dobocanblog.telepat.io·Nov 25, 2024Cross-Sentence Aspect Interactions for Sentiment Analysis in QA ForumsUnderstanding Aspect-Based Sentiment Analysis in QA Forums The digital age has ushered in numerous platforms for information exchange, with Question Answering (QA) forums becoming a pivotal space for users to express opinions and seek advice on produ...Aspect based sentiment analysis
Gabi Dobocanblog.telepat.io·Nov 22, 2024Unlocking the Power of FEET: A New Framework for Evaluating AI ModelsArxiv: https://arxiv.org/abs/2411.01322v1 PDF: https://arxiv.org/pdf/2411.01322v1.pdf Authors: Jeffrey N. Chiang, John Lee, Simon A. Lee Published: 2024-11-02 What Does the FEET Paper Claim? At the heart of the paper "FEET: A Framework For Evaluatin...ai-evaluation
Jay Sinhafine-tuning-bert.hashnode.dev·Nov 19, 2024Fine-Tuning BERT for AI-Powered Text Summarization: A Step-by-Step GuideHave you ever been overwhelmed by lengthy articles and wished for concise, accurate summaries? Enter BERT, the AI powerhouse capable of understanding and summarizing text. Text summarization has become an essential tool in our information-heavy wor...BERT
Venkat Rvenkatr.hashnode.dev·Nov 16, 2024BERT’s New Role: Exploring Generative In-Context CapabilitiesIn recent advancements in natural language processing (NLP), BERT (Bidirectional Encoder Representations from Transformers) has emerged as a powerful model for understanding and generating human language. Traditionally known for its ability to unders...What is BERT
Kevin Loggenbergblog.thecodesmith.co.za·Nov 7, 2024I fine-tuned a BERT model to give trading insightsOverview Hardware I used: i5 (11th gen) 24 GB Ram (Can get away with less) RTX 3050 (Helps but is definitely not necessary) The use case I trained my model on was as an insight provider for trading stocks. This involves predicting the best actio...AI