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Product Managers — You Need ZERO Engineers to Prove That an AI App Can be Built
Integrating artificial intelligence (AI) features has become a hallmark of innovation in product development. Product...
Enhancing RAG Performance Using Hypothetical Document Embeddings (HyDE)
Introduction Discovering information on the internet is like a treasure hunt, and the key to...
Conversational AI: Talk to your Data vs. RAG
In conversational AI, ‘Talk to your Data’ (TTYD) and Retrieval-Augmented Generation (RAG) both share the common goal of facilitating dialogue between users and data, but they diverge in...
How to Build a RAG Chatbot from Scratch with Minimal AI Hallucinations
Intro At the recent AI Summit in New York, I led a workshop on building...
Understanding the Role of Embeddings in RAG LLMs
Understanding RAGs and the Role of Embeddings Think about searching for documents in a vast digital library. You’re looking for information on a specific topic. In RAG LLMs,...
Best Vector DBs for Retrieval-Augmented Generation (RAG)
Introduction Generative AI is on the brink of transforming diverse sectors, promising trillions of dollars...
Islands of Confidence: Make LLM Apps More Reliable by Running *Less* LLMs
In this article, I want to share a method to improve your LLM’s reliability, making...
Production ML for Practitioners: How to Accelerate Model Training with LightGBM & Optuna
Refer to Google Colab for code snippets. When it comes to the world of data...
The Framework for Building Great AI Products
In the first installation of our guide to building great AI products, we discussed the challenges of deploying models to production and shifting your mindset from ML models...
How to Build Great AI Products: Shifting Your Mindset
When deploying AI products, model accuracy is crucial, but it’s just the tip of the...
Generating 3D Game Assets with ChatGPT and Shap-E
I’ve always had this dream of building a video game, but creating 3D assets has always been a painful barrier. In this tutorial, we are going to create...
How To Make Great ML Products
Machine learning (ML) has been widely recognized as a powerful tool for solving complex problems in various industries, from retail and banking to healthcare and insurance. However, many...