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The Evolution of Natural Language Processing: A Comprehensive Overview of Retrieval Augmented Generation (RAG)

Natural Language Processing (NLP) has witnessed remarkable advancements in recent years, fueled by the convergence of innovative algorithms, abundant data, and computational resources. Among the latest breakthroughs in NLP is the Retrieval Augmented Generation (RAG) model, which represents a significant paradigm shift in how machines comprehend and generate human language. This essay provides a detailed examination of RAG, exploring its architecture, applications, implications, and future directions in the realm of NLP....

April 17, 2024 · 6 min · Mohit Joshi
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Google Boosts Vertex AI with Powerful LLMs, Agent Builder, and More

Google made a splash at its recent Cloud Next conference with a slew of updates to Vertex AI, its machine learning platform. These updates focus on three key areas: expanding Large Language Model (LLM) capabilities, streamlining Machine Learning Operations (MLOps), and introducing a new agent builder tool. Supercharged LLMs: More Context, Audio Processing, and Live Images Vertex AI now boasts a public preview of the mighty Gemini 1.5 Pro LLM. This powerhouse model tackles massive datasets with its 1-million-token context support....

April 16, 2024 · 4 min · Mohit Joshi