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Transformer models: A guide to understanding different transformer architectures and their uses

Data Science Dojo

Natural language processing (NLP) and large language models (LLMs) have been revolutionized with the introduction of transformer models. How to categorize transformer models? Pre-training approaches refer to the techniques used to train a transformer on a general dataset before finetuning it to perform specific tasks.

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RAG’s Innovative Approach to Unifying Retrieval and Generation in NLP

Analytics Vidhya

Introduction A game-changing innovation has arrived in AI’s fast-evolving landscape, reshaping how machines engage with human language. Enter Retrieval Augmented Generation (RAG), a fusion of retrieval and generation models in NLP. RAG isn’t just a tech buzzword; it’s revolutionizing human-machine communication.

Analytics 261
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What are Multimodal Models?

Analytics Vidhya

They have emerged as a groundbreaking approach, revolutionizing how machines perceive and understand the world. Combining the strengths of computer vision and Natural Language Processing (NLP), multimodal models open up new possibilities for machines to interact with the environment in a more human-like manner.

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How to approach almost any real-world NLP problem

Depends on the Definition

This time, I’m going to talk about how to approach general NLP problems. But we’re not going to look at the standard tips which are tosed around on the internet, for example on platforms like kaggle.

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Database Optimization: Efficient Storage and Retrieval with Vector Databases

Data Science Dojo

In the dynamic world of machine learning and natural language processing (NLP), database optimization is crucial for effective data handling. In the landscape of NLP applications, these embeddings serve as the lifeblood, capturing intricate semantic and contextual relationships within vast datasets.

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Top 10 YouTube videos to learn large language models

Data Science Dojo

They can also be used to improve the performance of existing NLP tasks, such as text summarization and machine translation. These videos cover everything from the basics of how LLMs work to how to build and deploy your own LLM. In this video, you will learn about the following: What are LLMs and how do they work?

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The Marvels of Generative AI: Key Concepts and Use Cases

Data Science Dojo

Generative AI is transforming how we approach creativity and problem-solving across various sectors. But what exactly is this technology, and how is it being applied today? This could involve recognizing how sentences are structured, identifying the style of a painting, or understanding the rhythm of a piece of music.

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