In today’s world of AI, agents are becoming powerful tools to automate and simplify complex tasks, ranging from chatbots to interactive storytelling. Flowise is a no-code AI workflow builder that makes designing, deploying, and managing AI agents for various applications easy. This is currently deployed to my local but can be deployed on the cloud. In this…
A “long context LLM” typically refers to a large language model that is capable of processing and remembering extended pieces of text or conversation history. This feature allows the LLM to maintain continuity and coherence over longer interactions, making it particularly useful for tasks that require understanding context over extended dialogues or documents. Here’s how…
Retrieval-Augmented Generation. It is a method that combines the strengths of retrieval-based models and generative models to improve the performance and accuracy of AI systems, particularly in natural language processing tasks. How RAG Works: Applications: RAG models help in grounding the limitations of generative AI and removing the hallucinations from the responses. Why We Needed…
As artificial intelligence continues to revolutionize industries, Amazon Web Services (AWS) offers two powerful tools for businesses looking to leverage AI capabilities: Amazon SageMaker JumpStart and Amazon Bedrock. While both services aim to simplify AI adoption, they cater to different needs and use cases. In this post, we’ll explore the key differences between these two…
FastAPI is a modern, fast (high-performance), web framework for building APIs with Python 3.6+ based on standard Python type hints. Here are several reasons why FastAPI is an excellent choice for building APIs: 1. Speed FastAPI is one of the fastest web frameworks available, thanks to its use of Starlette for the web parts and…
This blog post will walk you through a project aimed at categorizing Wikipedia articles using OpenAI’s language model integrated into a Databricks notebook. We’ll cover the installation of necessary packages, dataset loading, and the categorization process. Prerequisites Step-by-Step Guide 1. Install Necessary Packages First, we need to install the required libraries, langchain_openai and langchain_core. 2.…
RAG typically stands for Retrieval-Augmented Generation. It’s a technique used in natural language processing and artificial intelligence that combines information retrieval with text generation. What RAG Here’s a brief overview: Why RAG RAG (Retrieval-Augmented Generation) was developed to address several key challenges in AI and natural language processing: RAG is particularly useful because it allows…
When dealing with duplicate rows in data analysis, the steps to identify and handle them depend on your specific needs. Here’s a general guide to address duplicate rows in a dataset using Python with pandas: These examples offer greater flexibility for identifying and removing duplicate rows based on your unique needs. Effectively managing duplicates ensures…
Making a delicious cup of chai for two is easy and enjoyable. Chai is a spiced tea popular in India, and it’s known for its rich, aromatic flavors. Here’s a simple recipe for two servings: Ingredients: 2 cups of water 2 cups of milk (whole milk or any milk of your choice) 2-3 teaspoons of…
DALL-E 2 represents a significant leap forward in AI’s ability to generate realistic and creative images simply from text descriptions. Developed by research company OpenAI, DALL-E 2 builds on its predecessor DALL-E but generates higher resolution images and has greater compositional skills. Announced in April 2022, DALL-E 2 quickly attracted widespread attention for its uncanny…
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