Category: Generative AI
-
Agentic AI: Paving the Way for Adaptive Artificial Intelligence’s Future
Agentic AI is revolutionizing the world of artificial intelligence, bridging the gap between human-like decision-making and autonomous systems. Let’s dive into what makes Agentic AI a transformative approach and explore its key components, use cases, and challenges. What is Agentic AI? Agentic AI refers to systems that possess adaptive, autonomous decision-making capabilities. These systems are…
-
Parameter-Efficient Fine-Tuning of Large Language Models with Hugging Face’s PEFT Library
Introduction: Large Language Models (LLMs) like GPT, T5, and BERT have shown remarkable performance in NLP tasks. However, fine-tuning these models on downstream tasks can be computationally expensive. Parameter-Efficient Fine-Tuning (PEFT) approaches aim to address this challenge by fine-tuning only a small number of parameters while freezing most of the pretrained model. In this blog…
-
A Deep Dive into Transformers and its Function
Introduction: In recent years, Generative AI has witnessed a paradigm shift with the introduction of transformer models. These models, characterized by their attention mechanisms, have revolutionized natural language processing (NLP) and other generative tasks. In this blog post, we’ll explore the transformer architecture, its applications in NLP, and its extension to other creative domains. Understanding…