In this post, we will see how to create a specialized RAG system over SQLite database, using a table called “movies” where we will store movies information.Before we dive into the code, we have to install all the necessary dependencies: Now, let’s see how to define our RAG pipeline: [STEP 1] – Database Setup and… Read More: AI – Using Python for RAG (Part IV) over Database »
In this post, we will see how to create a specialized RAG system using a large CSV contains details of 1000 more movies, including titles, genres, descriptions, and ratings.The system will process structured CSV data, create semantic embeddings for each record, build a searchable vector index, and provide an interactive query interface based on a local… Read More: AI – Using Python for RAG (Part III) over Dataset »
In this post, we will see how to create a specialized RAG system called “Gemma3_Rag_Model”, using three foundational papers in natural language processing:“Attention Is All You Need” by Vaswani et al. (2017) – The seminal paper introducing the Transformer architecture “BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding” by Devlin et al. (2018) –… Read More: AI – Using Python for RAG (Part II) over PDFs »
In this post, we will see what a RAG is and how to execute it locally using Python, Ollama, and Google’s Gemma3 model with three differents projects: But first of all, what is a RAG?“Retrieval Augmented Generation (RAG) is a hybrid approach that integrates an information retrieval system with a generative language model to produce… Read More: AI – Using Python for a RAG (Part I) »
In this post, we will see what Machine Learning is, why it’s so important in AI, and we will see the different types of machine learning, along with their common algorithms and use cases. WHAT IS MACHINE LEARNING?Machine Learning is a subset of Artificial Intelligence that focuses on building systems that can learn from data,… Read More: AI – Introduction to Machine Learning »
In this post, we will see what Ollama is and how we can use it to run local LLMs.But first of all, what is Ollama? “Ollama is an open-source tool designed to run and manage large language models directly on our local machine. We can think of it as Docker, but specifically for LLMs. It… Read More: AI – Run local LLMs with Ollama »
In this post, we will see what is a “My GPTs” and how we can create it to automate our processes.But first pf all, what is a “My GPTs”?“A My GPTs is a customizable versions of ChatGPT that we can use for our specific needs or tasks. Instead of interacting with a general-purpose AI, we… Read More: AI – How to create a custom “My GPTs” »
In this post, we will see why the AI tools have different Models and how we can use them.In details, we will see the Models present currently (December 2024) in ChatGPT, Gemini Advanced and Claude.But first of all, why are there different Models in the same AI agent?The AI platforms offer multiple models to balance… Read More: AI – Why do AI tools have different Models? »
In this post, we will see how to write a good Prompt for a generative model like ChatGPT.But, why should we be careful to write a good Prompt when using AI?A well-structured prompt serves as a clear roadmap, guiding the AI to understand our intentions, context, and specific requirements. Without a precise prompt, we might… Read More: AI – How to write an effective Prompt for AI »