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Month: May 2024

CNNs vs. GANs: Understanding Key Differences in Deep Learning
May 21, 2024 , , Gen8i

CNNs vs. GANs: Understanding Key Differences in Deep Learning

Convolutional Neural Networks (CNNs) and Generative Adversarial Networks (GANs) are two pivotal architectures in deep learning. While CNNs excel in image recognition and classification, GANs are renowned for generating realistic data samples. This article explores their key differences, structures, functionalities, and example models, providing insights into how these powerful tools can be leveraged in various applications to drive innovation and achieve breakthroughs.

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RAG vs FineTuning: Which Is Best for Your LLM Applications? 
May 3, 2024 Gen8i

RAG vs FineTuning: Which Is Best for Your LLM Applications? 

Today, as businesses seek to integrate these powerful tools into their products, the focus shifts to optimizing LLM performance to meet specific operational needs. Two prevalent techniques in the customization of LLMs are Retrieval-Augmented Generation (RAG) and Fine-tuning. Each offers unique advantages, but choosing the right approach depends on the specific requirements of the business application.

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