From Chunks to Connections: The Case for Graph RAG
Author(s): Devi Originally published on Towards AI. Navigation Intro (The Core Problem) Understanding Traditional RAG’s Limitations (Setting the Stage) Knowledge is Not Flat. It is a Graph. (Enter Graph RAG) What Actually Changes Why This Matters for Enterprise Use Cases When to …
Running Small Language Models (SLMs) on CPUs: A Practical Guide
Author(s): Devi Originally published on Towards AI. Navigation: Why SLMs on CPUs are Trending When CPUs Make Sense SLMs vs LLMs: A Hybrid Strategy The CPU Inference Tech Stack Hands-On Exercise: Serving a Translation SLM on CPU with llama.cpp + EC2 Why …
Pipelines to Prompts: Getting started with Databricks and AWS
Author(s): Devi Originally published on Towards AI. A Beginner’s Guide to Building GenAI Applications from Raw Data Using Databricks and AWS As with my other blogs, we start with the theory, practice, and wrap up with some lessons learnt. NAVIGATION: Why Data …
Understanding Modern Databricks Warehousing for the AI era: A Beginner’s Guide
Author(s): Devi Originally published on Towards AI. Navigation INTRO Core Components of Databricks Data Ingestion & Transformation Orchestration & Monitoring Visualization in Databricks Hands-on with Genie OUTRO Introduction In the current Gen AI buzz, most conversations focus on RAG for unstructured documents. …
Building a Fuji X-S20 Camera Q&A App with Gemini, LangChain and Gradio
Author(s): Devi Originally published on Towards AI. Part 2 of a 2-part beginner series exploring fun generative AI use cases with Gemini to enhance your photography skills! A beginner friendly introduction and application of RAG As an amateur photographer, I am experimenting …
A Primer on Using Google’s Gemini API to Improve Your Photography
Author(s): Devi Originally published on Towards AI. Part 1 of a 2-part beginner series exploring fun generative AI use cases with Gemini to enhance your photography skills! In this blog post, I’ll show you how to build a Photo Critique and Enhancement …
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