Multimodal RAG: Understanding RAG, Multi-model AI Models & LlamaIndexI have been contemplating writing a blog post on RAG applications for quite some time. The idea was to use a RAG application to explain the basic concepts behind Retrieval-Augmented Generation for LLMs and demonstrate how to integrate a Vector DB, RA...Jun 27, 2025·18 min read
SmolLM2 : A Breakthrough for On Device AIHugging Face's recent release of SmolLM2 marks a significant advancement in the development of compact language models tailored for on-device applications. Available in three sizes—135 million, 360 million, and 1.7 billion parameters—SmolLM2 models a...Nov 10, 2024·3 min read
Securing Large Language Models: An Overview of Common Security PracticesWith the explosion of Large Language Models (LLMs) like GPT and BERT, these tools are now everywhere—from customer service chatbots to complex automation tasks. But as powerful as LLMs are, they’re also packed with vulnerabilities that can be exploit...Nov 5, 2024·4 min read
How Vector Databases Store Data: An In-Depth ExplanationAs AI and machine learning applications become increasingly prevalent, the need for efficient, scalable storage and retrieval mechanisms for high-dimensional data is growing. Vector databases are purpose-built to handle these needs, offering optimize...Oct 18, 2024·5 min read
Optimizing Large Language Models (LLMs): Mastering Parameters for Fine-TuningFine-tuning large language models (LLMs) is an intricate process of balancing creativity, coherence, and accuracy by adjusting various key parameters. Whether you are generating natural language text, summaries, or even source code, understanding how...Oct 4, 2024·5 min read
Relevance of Vector Databases in AIVector databases have emerged as a pivotal technology, transforming how AI models interact with vast and complex datasets. Unlike traditional databases that handle structured data, vector databases excel at managing unstructured or semi-structured da...Sep 30, 2024·3 min read
Hosting Your First AI Model Locally – A Step-by-Step Guide with Text Summarizer ExampleWelcome to the powerful world of Large Language Models (LLMs) and Artificial Intelligence (AI)! If you’ve ever been fascinated by how AI can understand, generate, and manipulate human language, then you’re in the right place. In this blog, we’re goin...Sep 28, 2024·5 min read
