Retrieval-augmented generation, as the name suggests, aims to improve the quality of pre-trained LLM generation using data retrieved from a knowledge base. The success of RAG lies in retrieving the most relevant results from the knowledge base. This is where embeddings come into the picture. A...
Learn how to use Generative AI coding tools as a force multiplier for your career. There’s no ignoring the constant buzz around the cool generative AI tools this last year. ChatGPT, Bard, Claude, the list goes on and on. These tools all use LLMs, or Large Language Models. If you’r...
With the choice of LLM out of the way, the next step is to find a framework that can serve your LLM as an API endpoint with minimal or no coding. In the following sections, we’ll explore two frameworks that can help you get your LLM API server up and running quickly and efficiently...
Learn how to use Generative AI coding tools as a force multiplier for your career. Hello AI enthusiasts! Want to run LLM (large language models) locally on your Mac? Here’s your guide! We’ll explore three powerful tools for running LLMs directly on your Mac without relying on cloud ser...
We’ll solve a context-specific problem with RAG by using LlamaIndex, and then we’ll deploy our solution easily to Heroku. Before we start coding, let’s quickly cover the core concepts. A brief introduction to RAG and LlamaIndex When you ask your LLM a question that requires context to...
Not limited to natural language, coding assistants are now available that can understand and analyze programming languages, allowing them to help developers write and understand code. One such tool that harvests the power of LLMs and helps developers in their day-to-day work is JetBrains AI Assis...
A software development company is using an LLM to streamline coding tasks. Developers input natural language descriptions of features or functions they need, and the LLM generates the corresponding code. The LLM processes the prompt and generates a Python function to process user input and store it...
Can you make money using ChatGPT? Yes, you can make money with AI by incorporating ChatGPT into your products or services. For example, you could offer AI chatbot services or automated customer support, or use the AI tool for freelance coding or content creation. ...
However, if you’re building an app with the Cohere API, you may have users who want to generate product descriptions for their SAAS product. Hard coding eCommerce examples into your prompt may not be the best idea. Try building a database of different examples you can use in your prompt...
The approach of tinkering or using LLMs to solve coding problems on a regular basis is noteworthy If I were to categorize these examples into two broad categories, they would be “helping me learn” and “automating boring tasks”. Helping me learn is obviously important because it means that...