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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
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Microsoft Introduces .NET Smart Components: AI-Powered UI Controls

As a software architect, I’m constantly on the lookout for ways to improve development efficiency and user experience. The recent introduction of .NET Smart Components by Microsoft has piqued my interest. These pre-built, AI-powered UI controls promise to streamline development and enhance user interaction within .NET applications. This eliminates the need to invest significant resources in building custom AI features from the ground up, freeing up valuable time and expertise for focusing on core functionalities....

March 22, 2024 · 3 min · Mohit Joshi
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StarCoder2: The Next Generation of Open-Source AI-powered Coding Assistant

Are you a programmer looking to boost your productivity and unlock new coding possibilities? Look no further than StarCoder2, the next generation of open-source large language models (LLMs) designed to supercharge your coding workflow. Developed by a powerhouse collaboration between ServiceNow, Hugging Face, and Nvidia, StarCoder2 promises to revolutionize AI-powered coding tools. What is StarCoder2 and Why Should You Care? StarCoder2 isn’t just another AI coding assistant. It’s a family of three open-access and royalty-free LLMs specifically trained to generate code....

March 13, 2024 · 6 min · Mohit Joshi
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Stack Overflow Opens API to Google's Gemini

This partnership between Google and Stack Overflow has major implications for the future of coding. Let’s delve deeper with some key questions: What does this API mean for developers? Traditionally, developers have relied on scouring Stack Overflow forums to find solutions. This new API, called OverflowAPI, grants Google’s AI model, Gemini (used in “Gemini for Google Cloud”), access to Stack Overflow’s vast knowledge base. This translates to faster, more targeted solutions directly within the Google Cloud Console, eliminating the need for context switching....

March 13, 2024 · 2 min · Mohit Joshi

What Is GPT?

Generative Pre-trained Transformer (GPT) represents a groundbreaking advancement in the field of artificial intelligence (AI). Developed by OpenAI, GPT models are part of a family of neural network architectures that leverage the transformer architecture. These models excel at generating human-like text and content, answering questions, and engaging in natural language conversations. Unlike traditional neural networks that provide simple yes/no answers, GPT can produce coherent and contextually relevant responses. Significance of GPT GPT marks a paradigm shift in natural language processing (NLP)....

February 22, 2024 · 7 min · Mohit Joshi
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What is Generative AI and How to Upskill Yourself?

Imagine a world where machines not only understand existing content, but can invent something entirely new. Enter the fascinating realm of Generative AI (Gen AI), where algorithms go beyond analysis and become creators. This blog delves into the essence of Gen AI, exploring its history, inner workings, and groundbreaking applications. We’ll also equip you with insights on how to upskill yourself in this rapidly evolving field. What is Generative AI? Generative AI (AKA Gen AI) refers to a class of machine learning models that create new content rather than making predictions based on existing data....

February 12, 2024 · 9 min · Mohit Joshi
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Facebook and Instagram to Fight Misinformation with AI Image Labels: Can They Keep Up with the Deepfake Deluge?

In a significant move towards combating the proliferation of manipulated content, Meta, the parent company of Facebook, Instagram, and Threads, has announced plans to label all images created using artificial intelligence (AI). The initiative aims to enhance transparency and empower users to distinguish between authentic and AI-generated visuals. Meta’s Commitment to Detecting AI Fakery Meta’s existing practice involves labeling AI-generated images produced by its own systems with the tag “Imagined with AI....

February 8, 2024 · 4 min · Mohit Joshi

How Generative AI Will Transform the Future of Work

Generative AI is a branch of artificial intelligence that can create new content, such as text, images, music, code, and more, based on existing data and models. Examples of generative AI include chatbots, deepfakes, neural style transfer, and GPT-4. Generative AI has the potential to revolutionize many industries and domains, such as entertainment, education, health care, and e-commerce. But what will be the impact of generative AI on jobs and skills in the labor market?...

February 5, 2024 · 10 min · Mohit Joshi