Artificial Intelligence

AI-Powered E-commerce: Building Recommendation Systems and Personalization Note: This guide is based on established recommendation system algorithms documented in RecSys research papers, scikit-learn documentation, and production patterns from e-commerce platforms like Amazon, Netflix, and Shopify. All code examples use documented machine learning libraries and follow industry best practices for recommendation systems. AI has transformed e-commerce from generic shopping experiences to hyper-personalized customer journeys. Recommendation systems—the technology behind “Customers who bought this also bought” and personalized homepages—drive 35% of Amazon’s revenue and 75% of Netflix viewing. ...

Implementing Gemini Text Embeddings for Production Applications Note: This guide is based on Google Generative AI API documentation, Gemini embedding model specifications (text-embedding-004 released March 2025), and documented RAG (Retrieval-Augmented Generation) patterns. All code examples use the official google-generativeai Python SDK and follow Google Cloud best practices. Text embeddings transform text into dense vector representations that capture semantic meaning, enabling applications like semantic search, document clustering, and Retrieval-Augmented Generation (RAG). Google’s Gemini embedding models, particularly text-embedding-004 released in March 2025, provide state-of-the-art performance with configurable output dimensions and task-specific optimization. ...

Modern Large Language Models: Architecture, Fine-Tuning, and Production Deployment Note: This guide is based on the original “Attention Is All You Need” paper (Vaswani et al., 2017), Hugging Face Transformers documentation, and production patterns from LLM providers including OpenAI, Anthropic, and Meta. All code examples use documented APIs and follow industry best practices for LLM deployment. Large Language Models (LLMs) have evolved from academic curiosities to production systems powering ChatGPT, Claude, GitHub Copilot, and enterprise search. Built on the transformer architecture, modern LLMs contain billions of parameters and demonstrate emergent capabilities including reasoning, code generation, and multi-turn conversation. ...

Hey there, tech enthusiasts! It’s been a little while since I’ve posted. I figured it’s time we talked about something that’s been buzzing in the AI world lately – the democratization of AI. Now, I know what you’re thinking: “Another buzzword?” But stick with me here, because this is actually pretty cool stuff that’s changing the game for us regular folks in tech. What the Heck is AI Democratization Anyway? AI democratization is all about making AI tools and technologies accessible to everyone, not just the big tech companies with deep pockets. Think of it like this: AI used to be this exclusive club that only the elite could join. But now, thanks to some awesome advancements, the doors are wide open, and everyone’s invited. Whether you’re a small business owner, a solo developer, or just a tech hobbyist, there’s something for you in the AI world. ...

I spent today neck deep in rego so I thought it would be fun to take a break from documenting something technical and instead talk about a funny moment in AI tinkering. Yes, Artificial Intelligence is the latest buzz so it just makes sense to blog about it, right? Also, yes, there’s a minor plug embedded in here for my wife and daughter and their business. I’m a geek. I am not a marketing wiz. If you’ve read my blog so far, you know I have my own version of English. I’m also very horrible at writing product descriptions and things of the sort. I’ve been helping my and wife put together stuff for their handmade soap business, Momma Bears Creations (That’s the shameless plug). ...