Willy ZhuanginData on Cloud: GenAI, Data Science, and Data Engineering InsightsFine-Tuning LLM: Crafting Personalized Ad Copy with Tuned-Gemini ModelIn this proof of concept, we fine-tuned Google’s Gemini-1.0-pro-002 model using 2,363 Facebook ads from Planned Parenthood Action. The…Sep 23Sep 23
Willy ZhuanginData on Cloud: GenAI, Data Science, and Data Engineering InsightsBigQuery-Powered Natural Language Image Search: Multimodal Embeddings Within SQL EnvironmentExplore BigQuery’s potential as a vector database for natural language image search. Learn how to implement multimodal embeddings within…Sep 6Sep 6
Willy ZhuanginData on Cloud: GenAI, Data Science, and Data Engineering InsightsCreating a Pageviews-Based Recommendation System Using GA4 Data in BigQueryIntroductionAug 13Aug 13
Willy ZhuanginData on Cloud: GenAI, Data Science, and Data Engineering InsightsExtracting Themes from Contents with Gemini Models in BigQueryUse BigQuery to call Gemini Pro for theme extraction from text. Learn to set up, connect, and analyze GitHub repository descriptions.Jul 8Jul 8
Willy ZhuanginData on Cloud: GenAI, Data Science, and Data Engineering InsightsAmazon Bedrock and Titan Image Generator: Streamlining Background Replacement for MarketingLeveraging Amazon Bedrock, Claude 3, and Amazon Titan, this project creates an efficient tool for image background replacement.Jul 2Jul 2
Willy ZhuanginData on Cloud: GenAI, Data Science, and Data Engineering InsightsBuilding an Image Understanding API with Amazon BedrockExplore how to use Amazon Bedrock and Anthropic Claude 3 for image understanding in this guide.Jun 30Jun 30
Willy ZhuanginData on Cloud: GenAI, Data Science, and Data Engineering InsightsBigQuery as a Vector Database: Leveraging Retrieval-Augmented Generation (RAG)BigQuery offers robust support for handling large datasets and performing advanced analytics, making it an excellent choice for RAG.Jun 24Jun 24
Willy ZhuanginData on Cloud: GenAI, Data Science, and Data Engineering InsightsBuilding a RAG System with Gemini and ChromaDBExplore the integration of Google’s Gemini and ChromaDB in our guide on building a RAG system to enhance QnA platforms, demonstrating …Apr 24Apr 24
Willy ZhuanginData on Cloud: GenAI, Data Science, and Data Engineering InsightsOptimizing Marketing Analytics within BigQuery: The Power of In-Platform LLM IntegrationUnlocking the full potential of marketing analytics through BigQuery’s integration with Large Language Models like text-bison, transforms…Jan 31Jan 31
Willy ZhuanginData on Cloud: GenAI, Data Science, and Data Engineering InsightsImplementation of Retrieval-Augmented Generation (RAG) with Amazon BedrockIn the AI landscape, Large Language Models (LLMs) excel in complex tasks but often struggle with generating accurate responses from…Jan 24Jan 24