#425 Issue
Nov. 18, 2024
Tag: Generative AI
Cloud Run Generative AI LLM Official Blog Nov. 18, 2024How to deploy Llama 3.2-1B-Instruct model with Google Cloud Run GPU - Deploy the Meta Llama 3.2 1B Instruction model on Cloud Run with NVIDIA GPUs. This guide provides step-by-step instructions for local model testing, deployment, and cold start improvements using Cloud Storage FUSE.
Gemini Generative AI Nov. 18, 2024Build GenAI Prototypes with Streamlit - Build GenAI prototypes quickly and easily with Streamlit, a simple Python GUI framework. Integrate with Generative AI APIs like Gemini to generate text, images, and code. Customize your prototypes with features like PDF upload and more. Share your prototypes with colleagues or leadership to demonstrate your GenAI ideas.
Generative AI Vertex AI Nov. 11, 2024ResuMate Pro: Revolutionizing Resume Review with Gemini-Powered Multimodal Analysis - ResuMate Pro revolutionizes resume review with Gemini-powered multimodal analysis, providing personalized feedback in seconds. Leveraging Google Vertex AI and BigQuery, it offers high-speed processing, scalability, and data-driven improvements.
Generative AI Machine Learning Nov. 4, 2024NL2SQL — Unlocking Data Insights for Everyone - NL2SQL Studio is an open-source tool that allows users to analyze data using simple, everyday language. It supports two frameworks, Lite and Core, and offers various customization options to tailor the query generation process to specific needs. The tool can generate SQL queries, provide insightful summaries of the results, and support visualization options.
BigQuery Generative AI Python Nov. 4, 2024Using BigQuery as a Vector Store - This article shows how to use BigQuery as a vector store for a simple Python application that uses a Streamlit frontend, FastAPI backend, and Langchain and Google Cloud services to ask questions about the 2024 NFL rule book.
Generative AI Official Blog Oct. 28, 2024Adapting model risk management for financial institutions in the generative AI era - Generative AI (gen AI) has the potential to revolutionize the financial services industry, but it also introduces new risks. Existing model risk management (MRM) frameworks can be adapted to manage these risks, but regulators need to provide enhanced clarity and establish expectations in areas such as model governance, development, validation, and oversight.
Gemini Generative AI Oct. 28, 2024Tutorial : Multi-Agent interactions with Autogen and Gemini — Part 8: Group Chat - This tutorial explores "Group Chat," a conversation involving more than two agents using Autogen and Gemini.
Generative AI LLM Machine Learning Vertex AI Oct. 28, 2024Model Alignment Through Automatic Prompt Updates From User Feedback - Google researchers have developed a technique to automatically improve prompts for language models based on user-provided feedback. The technique is available as an open-source Python library and through a user interface in Vertex AI Studio, making it easy for prompt developers to use. Prompt refinement with this model alignment technique has been shown to boost the quality of prompts and save significant time during prompt design.
Generative AI LLM Oct. 28, 2024Building a Scalable Pipeline for Continuous Document Indexing to Power RAG based Q&A - Continuous Document Indexing and Q&A Solution with Google Cloud, Redis, and LangChain.
Generative AI LLM Machine Learning Oct. 28, 2024Designing Cognitive Architectures: Agentic Workflow Patterns from Scratch - This article explores 8 advanced agentic workflow patterns that enhance the capabilities of AI systems using Large Language Models (LLMs) and AI agents.
Gemini Generative AI Oct. 28, 2024Tutorial : Multi-Agent interactions with Autogen and Gemini — Part 7: Sequential Chat - This article introduces a conversation design pattern called Sequential Chat, which allows for a sequence of conversations between multiple agents.
GCP Certification Generative AI Official Blog Oct. 21, 2024Beyond the basics: Build real-world gen AI skills with the latest learning paths from Google Cloud - Google Cloud Skills Boost offers four new learning paths to equip developers with real-world generative AI skills. These paths cover building and modernizing applications, integrating generative AI into data workflows, deploying and managing generative AI models, and generating smarter generative AI outputs.
Generative AI LLM Oct. 14, 2024Multi-Agent interactions with Autogen and Gemini — Part 2 : Terminating Conversations - This is the second part of a series exploring multi-agent conversations using the Autogen framework. In this part, we focus on terminating conversations based on specific feedback from one of the agents. We introduce the `is_termination_msg` condition in the CFP Writer agent, which checks for a specific message (e.g., "Looks good") in the response from the CFP Reviewer agent. If this message is detected, the conversation is terminated. We also modify the System Message for the CFP Reviewer to suggest mentioning "looks good" when there are no significant improvements. The final code is provided, and the complete repository is available on GitHub.
Gemini Generative AI Oct. 14, 2024Tutorial : Multi-Agent interactions with Autogen and Gemini — Part 3: Introducing Manual Human Intervention - This part is a continuation of exploring the basics of getting Multi-Agent conversations using the Autogen framework.
Generative AI LLM Machine Learning Oct. 14, 2024Building ReAct Agents from Scratch: A Hands-On Guide using Gemini
Cloud Firestore Cloud Run Gemini Generative AI Vertex AI Oct. 14, 2024Deploying a Generative AI application with vector store to Cloud Run - This blog post describes how to build and deploy a Generative AI application using Firestore, Vertex AI, and Cloud Run.
Gemini Generative AI Oct. 14, 2024Tutorial : Multi-Agent interactions with Autogen and Gemini — Part 4: Using local LLMs - In this tutorial, we demonstrate how to use the Autogen framework to create multi-agent interactions with local Language Large Models (LLMs) using Ollama. The code is modified to use the local LLM list instead of the Google Gemini list. This allows developers to run LLMs locally and integrate them into their Autogen applications.
Generative AI Official Blog Oct. 7, 2024An advanced LlamaIndex RAG implementation on Google Cloud - This post provides a practical guide to rapidly prototyping and evaluating RAG (Retrieval Augmented Generation) solutions using Llama-index, Streamlit, RAGAS, and Google Cloud's Gemini models. It explores how to build reusable components, extend existing frameworks, and test performance reliably.
Generative AI Official Blog Vertex AI Oct. 7, 2024Enhancing your gen AI use case with Vertex AI embeddings and task types - Vertex AI Embeddings and Task Types can enhance your gen AI use cases by improving the accuracy and effectiveness of your Retrieval Augmented Generation (RAG) system. Traditional similarity search often falls short due to the "question is not the answer" problem, where questions and answers have distinctly different meanings. Task type embeddings address this challenge by learning the relationship between query and answer embeddings, eliminating the need for customized dual encoder models or advanced RAG systems.
Generative AI LLM Official Blog Oct. 7, 2024When to use supervised fine-tuning for Gemini - This article delves into what SFT (Supervised Fine-Tuning) is, when to embrace SFT, and how it compares to other methods for optimizing your models output.
Generative AI LLM Official Blog Partners Vertex AI Sept. 30, 2024Meta's Llama 3.2 is now available on Google Cloud - Meta's new generation of multimodal models, Llama 3.2, is now available on Google Cloud's Vertex AI Model Garden. Llama 3.2 includes new vision and lightweight models designed for edge devices, enabling more private and personalized AI experiences.
Generative AI LLM Sept. 30, 2024Fine-Tuning LLM: Crafting Personalized Ad Copy with Tuned-Gemini Model - This article presents a proof of concept for fine-tuning large language models for specific marketing needs. The authors fine-tuned Google's Gemini-1.0-pro-002 model on a dataset of Facebook ads from Planned Parenthood Action, resulting in a specialized AI capable of generating ad copy that closely mimics the organization's style and messaging.
Gemini Generative AI Machine Learning Sept. 23, 2024Architecting GenAI applications with Google Cloud - Architecting GenAI applications with Google Cloud involves selecting the appropriate application hosting infrastructure, such as Cloud Run or GKE, and choosing a model hosting option like Vertex AI or GKE. It also includes selecting the right model from Vertex AI's Model Garden, considering factors like task, dataset size, and budget. Additionally, grounding solutions like retrieval-augmented generation (RAG) can be implemented using vector databases to ensure informed and accurate model responses.
DevOps Generative AI Official Blog Sept. 23, 2024GenOps: the evolution of MLOps for gen AI - Learn how to build and scale Generative AI solutions with GenOps, an evolution of MLOps for Gen AI. GenOps combines DevOps principles with ML workflows to deploy, monitor, and maintain Gen AI models in production, ensuring scalability, reliability, and continuous improvement.
AlloyDB Generative AI Machine Learning Sept. 16, 2024A Patent Search Agent with LangChain and Reasoning Engine - This blog post presents a method for building a patent search agent using LangChain, AlloyDB, and Vertex AI Reasoning Engine. The agent leverages the power of large language models (LLMs) to retrieve and analyze relevant patents based on user search criteria.
AI Generative AI Machine Learning Sept. 16, 2024Google Cloud RAG API - 30 lines of code is all you need for RAG. The easiest way to get started with RAG.
GCP Certification Generative AI Machine Learning Paywall Sept. 16, 2024Acing the Google Cloud ML Engineer Exam: Field-Tested Strategies for Success
Gemini Generative AI Official Blog Sept. 16, 2024The AI detective: The Needle in a Haystack test and how Gemini 1.5 Pro solves it - The Needle in the Haystack test challenges AI models to retrieve specific information from large amounts of data. Google's Gemini 1.5 Pro excels in this test, demonstrating near-perfect recall of information within vast contexts of text, video, and audio. With its advanced architecture, multimodal capabilities, and innovative training techniques, Gemini 1.5 Pro pushes the boundaries of AI's ability to understand and engage in meaningful conversations.
AI Databases Generative AI Official Blog Partners Sept. 16, 2024Brewing innovation: Google Cloud and Oracle powering AI-driven experiences - Coffee Nirvana, an AI-powered solution built on Oracle Database on Google Cloud, simplifies the search for the perfect coffee by understanding nuanced taste preferences and providing real-time inventory information. It leverages Retrieval Augmented Generation (RAG) to deliver personalized recommendations and integrates with Google Maps for visualizing stockists.
BigQuery Gemini Generative AI Machine Learning Vertex AI Sept. 9, 2024Getting Ice Cream Recommendations at Scale with Gemini, Embeddings, and Vector Search - This blog post demonstrates how to build a scalable recommendation system for ice cream products using Gemini, a multimodal foundation model from Google. It leverages text embeddings and vector search within BigQuery to find similar products based on their descriptions and review summaries. The resulting recommendations are presented in an interactive Looker Studio dashboard, allowing users to explore and discover new ice cream flavors and combinations.
BigQuery Data Analytics Generative AI LLM Official Blog Partners Sept. 9, 2024BigQuery and Anthropic’s Claude: A powerful combination for data-driven insights - Google Cloud has integrated Anthropic's Claude models with BigQuery, allowing organizations to leverage advanced AI capabilities directly within their data platform. This integration enables tasks like text generation, summarization, translation, and more, to be performed directly on data in BigQuery.
Gemini Generative AI Machine Learning Sept. 2, 2024Gemini’s Power for Tourism Apps: A Function Calling Tutorial - In this tutorial, we will create a Tourism web app where users can query the weather for future days in a specific location.
Generative AI Official Blog Vertex AI Sept. 2, 2024Your ultimate guide to the latest in generative AI on Vertex AI - Announcements list of Generative AI topics and Vertex AI.
AI Generative AI LLM Official Blog Sept. 2, 2024Magic partners with Google Cloud to train frontier-scale LLMs - Magic, a generative AI startup, has partnered with Google Cloud to build two new cloud-based supercomputers to support its mission of developing code assistants with a context window reaching 100 million tokens.
Generative AI Official Blog Vertex AI Sept. 2, 2024A developer’s guide to getting started with Imagen 3 on Vertex AI - Imagen 3 on Vertex AI is a powerful text-to-image model that generates stunning visuals with exceptional composition, sharpness, color accuracy, and resolution. Imagen 3 is now generally available with an allowlist, and developers can sign up for access through a form.
DevOps Generative AI Official Blog Sept. 2, 2024GenOps: learning from the world of microservices and traditional DevOps - Generative AI applications have unique operational requirements compared to traditional applications. They require a new operational platform, called GenOps, that can manage their non-deterministic nature, model compliance, prompt version management, model evaluation, model security, and centralized tool management. Google Cloud provides a range of managed services to support GenOps, including Model Garden, Model Armor, prompt management capabilities, model evaluation services, and Vertex AI Search.
Generative AI Google Kubernetes Engine LLM Official Blog Vertex AI Aug. 26, 2024Choosing between self-hosted GKE and managed Vertex AI to host AI models - A comparison of managed Vertex AI solutions with self-hosted options on Google Kubernetes Engine for deploying Large Language Model (LLM) and Gen AI applications on Google Cloud Platform.
Cloud Run Generative AI Aug. 19, 2024Develop GenAI Apps with Gemini and Streamlit: Google Cloud Challenge Lab Walkthrough - Walkthrough using Google Gemini Pro, Streamlit, Vertex AI Workbench notebooks, Artifact Registry, and deploying to Cloud Run.
Generative AI LLM Vertex AI Aug. 19, 2024DeepEval and Vertex AI - DeepEval is an open-source evaluation framework for Large Language Models (LLMs) that allows "unit testing" LLM outputs. It can be configured to work with Vertex AI, Google's machine learning platform.
Gemini Generative AI Aug. 12, 2024Deep dive into function calling in Gemini - Function calling in Gemini allows you to augment language models with real-time data from external APIs. You can define custom functions and the model can delegate tasks to these functions. This enables the model to complete its response to the user's prompt with up-to-date information.
Generative AI Official Blog Aug. 5, 2024Designing Generative AI Solutions: Key Lessons Learned - Generative AI is transforming how we interact with technology. Google Cloud's Applied AI Engineering team shares valuable lessons learned from designing and developing generative AI solutions. They emphasize three overarching design principles: offering frictionless experiences, building trust through transparency, and prioritizing goals. These principles help create trustworthy, empowering, and beneficial AI solutions for users and businesses.
Generative AI LLM Official Blog Aug. 5, 2024Enhancing LLM quality and interpretability with the Vertex AI Gen AI Evaluation Service - The Vertex AI Gen AI Evaluation Service helps developers improve the quality and interpretability of large language models (LLMs) by generating diverse responses, automating the selection of the best response, and providing quality metrics and explanations. This workflow can be applied to any modality or use case, including text, images, and audio, and can be parallelized to minimize latency.
Cloud SQL Generative AI LLM Aug. 5, 2024Retrieval Augmented Generation (RAG) with Cloud SQL for MySQL - How to build a Generative AI application with your Cloud SQL for MySQL database.
Gemini Generative AI Java LLM Aug. 5, 2024Sentiment analysis with few-shot prompting - This article explores sentiment analysis using few-shot prompting with Gemini and LangChain4j. It demonstrates three approaches: using a big string of inputs/outputs, a low-level list of messages, and an AiServices abstraction.
AI Generative AI Security Aug. 5, 2024Putting Generative Agents behind authentication and controlling their Access. - This article discusses how to build an authenticated generative AI agent on Google Cloud. The article provides a step-by-step guide on setting up authentication using Google as the identity provider, implementing authorization through OAuth2 scopes, and enabling auditability through conversation history tracking.
Cloud Spanner Generative AI July 29, 2024Distributed AI: global and geo-partitioned RAG architecture with Google Cloud Spanner for geo-location aware similarity search - Creating and querying a geo-partitioned global database for embedding-based similarity search.
Generative AI LLM Machine Learning July 29, 2024Running Google’s Gemma2 LLM locally with LangchainJS & Ollama - This article explores running Google’s powerful Gemma2 LLM locally using JavaScript, LangchainJS & Ollama.
Generative AI LLM July 29, 2024Portable Training Data Generation for Supervised Fine-tuning: A Reverse RAG approach! - This blog introduces an automated approach to fine-tune large language models (LLMs) using a "Reverse RAG" method. The key idea is to generate question-and-answer pairs from raw information using an arbiter model, and then use these pairs as training data for fine-tuning. This approach can significantly streamline the fine-tuning process and improve the performance of LLMs on specific tasks.
AI Generative AI LLM Official Blog Vertex AI July 29, 2024Meta’s Llama 3.1 is now available on Google Cloud - Meta's Llama 3.1, including a 405B model, is now available on Vertex AI Model Garden. Access the 405B model via Model-as-a-Service in preview or use the 8B and 70B models for self-service fine-tuning.
AI Generative AI LLM Vertex AI July 29, 2024The Chronicles of Llama: The new Llama 3.1 405b on Vertex AI! - This notebook shows how to get started with the new Llama 3.1 405b on Vertex AI.
AI Generative AI Machine Learning July 22, 2024Quizaic — A Generative AI Case Study - Quizaic, a trivia quiz generator app powered by generative AI, showcases the potential and challenges of harnessing this technology.
Generative AI Machine Learning Vertex AI Workflows July 22, 2024Orchestrate Generative AI Applications - with Cloud Workflows.
Generative AI Official Blog Security July 22, 2024How to build user authentication into your gen AI app-accessing database - Generative AI agents can efficiently interact with data in databases to provide summaries, answer complex questions, and generate insightful content. However, concerns persist around safeguarding sensitive user data when integrating this technology. Rather than give the foundation model unbounded access, we can define specific tool functions that the agent uses to access database information securely and predictably.
Billing Generative AI LLM July 22, 2024Control LLM costs with context caching - Context caching is a cost-saving technique for large language models (LLMs) with extensive context windows. The cached content can be used for subsequent prompts, and the number of input tokens cached are billed at a reduced rate.
Generative AI Google Kubernetes Engine Kubernetes LLM Machine Learning July 15, 2024Distributed OpenSource LLM Fine-Tuning with LLaMA-Factory on GKE - This blog post explores distributed fine-tuning for LLMs using open-source tool LLaMA-Factory on Google Kubernetes Engine. LLaMA-Factory empowers researchers and developers to leverage pre-trained LLaMA models and efficiently fine-tune them on their own datasets.
Generative AI Java Machine Learning July 15, 2024Long Document Summarization Techniques with Java, Langchain4J and Gemini models - Explore AI-driven summarization techniques for large documents, using Java, Langchain4J and the power of Google Gemini.
Generative AI Official Blog July 15, 2024Transforming the Developer Experience for Every Engineering Role - Generative AI is revolutionizing software development by boosting productivity across various engineering disciplines, including application development, DevOps, site reliability, machine learning, data, security, QA, and software architecture. AI-powered tools assist in bug detection, prevention, fixes, and automated testing, accelerating innovation.
BigQuery Generative AI Machine Learning Vertex AI July 8, 2024The Bookshelf Analytics App - The Bookshelf Analytics App is a Google Cloud and MongoDB Atlas-powered tool that uses AI to recommend books and provide summaries based on user preferences. It combines BigQuery, Gemini, Cloud Functions, and MongoDB Atlas to create a comprehensive book recommendation and summarization system. The app features a user interface hosted on Cloud Run that displays the results of the analysis.
Gemini Generative AI Vertex AI July 8, 2024Vertex AI Context Caching with Gemini - Use caching to make your Gemini input up to 4 times cheaper.
AI Generative AI Machine Learning Vertex AI Agent Builder July 8, 2024Generative Agents with Structured Data - Generative AI agents that can converse with employees about domain-specific knowledge are in demand. Vertex Agent Builder simplifies the process of building such agents, but it requires more work when interacting with structured data. To address this, we combined Agent Builder's Search and Generative Agents tools to create a maintainable solution. The result is a Generative Agent that can converse with users in plain English, understand their intent, retrieve relevant information from structured data, and provide answers in a conversational style.
Generative AI LLM Official Blog Vertex AI July 8, 2024How to evaluate the impact of LLMs on business outcomes - The Vertex Gen AI Evaluation Service provides a toolkit with quality-controlled and explainable methods to evaluate the impact of large language models (LLMs) on business outcomes. It offers online and offline evaluations, auto-logging in Vertex AI Experiments, and pre-built pipeline components for production monitoring.
AI Generative AI LLM July 8, 2024Quizaic — A Generative AI Case Study - Continuing with the series application Quizaic, which uses generative AI to create and play high quality trivia quizzes. This article explores how best to assess the accuracy of our AI-generated quizzes.
BigQuery Data Analytics Generative AI LLM Official Blog July 8, 2024Prompting best practices for BigQuery data canvas - Tips to increase Natural Language to SQL or Chart queries in Bigquery Data Canvas.
AI Gemini Generative AI July 1, 2024How to: Build a Chat Web Application with Streamlit, Cloud Run and Gemini Flash - In this post, we’ll explore how to create a basic chat application using Gemini Flash, which is a powerful multimodal AI model from Google.
Gemini Generative AI Paywall Vertex AI July 1, 2024Vertex AI Controlled Generation with Gemini - Respond reliably with JSON and other formats.
BigQuery Gemini Generative AI Vertex AI June 24, 2024Automating Insights and Dashboard Report-Level Narratives using Vertex AI Gemini 1.5-Flash - This blog post explores how to automate insights and dashboard report-level narratives using Vertex AI Gemini 1.5-Flash LLM, Looker Studio, and Google BigQuery BQML. By leveraging these tools, businesses can streamline the process of extracting, analyzing, and presenting data, reducing the time it takes to understand and respond to changes in the business environment.
Generative AI LLM Official Blog Vertex AI June 24, 2024Announcing Anthropic’s Claude 3.5 Sonnet on Vertex AI, providing more choice for enterprises - Anthropic's newly released model, Claude 3.5 Sonnet, is now generally available on Google Cloud's Vertex AI platform. With advanced capabilities in reasoning, knowledge, math, and coding, it can power various applications, including coding assistance, customer support, data analysis, and visual processing. Enterprises can leverage Vertex AI's enterprise-grade infrastructure, tooling, and security to build and deploy production-grade generative AI applications.
AI Generative AI LLM Networking Official Blog June 24, 2024Exploring Google Cloud networking enhancements for generative AI applications - Google Cloud offers new networking capabilities to optimize traffic for generative AI applications. These capabilities include Cross-Cloud Network for accelerated AI training and inference, Model as a Service Endpoint for secure and reliable access to AI models, custom AI-aware load balancing for minimized inference latency, optimized traffic distribution for AI inference applications, and Service Extensions for enhanced gen AI serving.
Generative AI LLM June 24, 2024Quizaic — A Generative AI Case Study - Part 3— Prompting and Image Generation.
Generative AI Vertex AI Agent Builder June 17, 2024Building a Smart Retail Shopping Assistant PART 2 - Crafting Your Retail Shopping Assistant with Agent Builder.
Cloud Run Generative AI Machine Learning Vertex AI Agent Builder June 17, 2024Building a Smart Retail Shopping Assistant PART 3 - Integrate your retail assistant to a web app using Agent Builder API.
GCP Experience Generative AI Official Blog June 17, 2024Supercharging Anti-Money Laundering (AML) with Generative AI at Strise - Strise, a financial compliance platform, uses generative AI and Vertex AI to enhance its Anti-Money Laundering (AML) Intelligence System. By combining NLP and AI, Strise filters out irrelevant events and identifies important ones for users. Generative AI optimizes KYC and AML processes, improving data collection, validation, and risk assessment. Strise leverages Vertex AI's LLMs and integration with Google Cloud services to streamline compliance processes and meet regulatory requirements.
BigQuery Data Analytics Generative AI Official Blog June 17, 2024Build your own generative AI chatbot directly from BigQuery - DataSageGen is a chatbot that can access and process information from various sources, including product documentation, blog posts, community knowledge, and product announcements. It uses advanced techniques like retrieval augmented generation (RAG) and BigQuery ML to understand the context of a query and deliver relevant and insightful responses. The chatbot is built on a secure and scalable architecture that ensures authorized access, efficient traffic management, and cost-effective resource utilization.
AlloyDB Generative AI June 10, 2024Building a Smart Retail Shopping Assistant PART 1 - A Deep Dive into Knowledge-Driven Conversational AI (Part 2 coming.
BigQuery dbt Generative AI LLM Terraform Vertex AI June 10, 2024Productionise genAI directly in dbt - Using Vertex AI in DBT.
Gemini Generative AI Machine Learning June 3, 2024A Tale of Two Functions : Function calling in Gemini - Gemini, a large language model, introduces a new feature called "Function calling." This feature allows users to integrate their own functions or APIs with the model, enabling it to provide more specific and accurate responses to queries. The model can determine which functions to call based on the user's prompt and can even make multiple function calls in parallel. This opens up new possibilities for building powerful applications that combine the strengths of natural language processing with custom business logic.
Gemini Generative AI Java June 3, 2024Grounding Gemini with Web Search results in LangChain4j - The latest release of LangChain4j (version 0.31) added the capability of grounding large language models with results from web searches. This allows the LLM to find relevant information about the query from web searches, which will likely include up-to-date information that the model won’t have seen during its training. The article provides a step-by-step guide on how to implement this feature using Google Custom Search Engine and Gemini 1.5 Flash model. The author also discusses some limitations and potential improvements of this approach.
AI Generative AI Official Blog Partners Vertex AI June 3, 2024Anthropic’s Claude 3 Opus and tool use are generally available on Vertex AI - Anthropic’s Claude 3 Opus, the most capable and intelligent model in the Claude 3 family, is now generally available on Vertex AI. It excels at complex tasks like in-depth analysis, research, and task automation.
Generative AI Machine Learning Vertex AI May 27, 2024Architectural Blueprints for RAG Automation: Advanced Document Understanding using Vertex AI Search - This post deep dives into using Vertex AI Search to streamline the creation and evaluation of retrieval-augmented generation (RAG) pipelines for advanced document question answering.
Generative AI Official Blog May 27, 2024Unlock the business impact of gen AI with new Generative AI Ops services - Google Cloud Consulting has launched Generative AI Ops services to help customers move their generative AI workloads from proof-of-concept into production. These services include prompt engineering, design, and optimization; performance and system evaluation; model optimization and continuous tuning; monitoring and observability; and business integration and testing.
BigQuery Data Science Gemini Generative AI May 6, 2024When to use Gemini or purpose-built AI models in BigQuery - This post provides some high-level guidance to consider when determining whether Gemini foundation models or purpose-built AI models are a better fit for your workload’s requirements.
Generative AI Paywall Vertex AI May 6, 2024Multimodal citations with Google’s Vertex AI - A novel approach to enhance the user experience with GenAI applications.
Generative AI GitHub Serverless April 29, 2024Implement a GenAI Code Review Bot with Google Cloud Platform - By incorporating generative AI into DevOps for automated code reviews, we can accelerate software development and enhance quality.
Cloud Spanner Generative AI LLM April 29, 2024LLM in your favorite Transactional Database: Spanner - Build a Patent Search App with Spanner, Vector Search & Gemini 1.0 Pro!
Gemini Generative AI LLM April 29, 2024Gemini has entered the chat: building an LLM-powered Discord bot - Take your first steps into the world of Generative AI by building a Discord bot that uses Gemini to talk with other users.
Gemini Generative AI Monitoring April 29, 2024Using Gemini to help write Synthetic Monitoring tests in Google Cloud - This article describes how to use Synthetic Monitoring with Google Cloud Console and Cloud Run and use Generative AI to write the test code for Synthetic Monitoring.
BigQuery Gemini Generative AI April 22, 2024Master Data Management Simplified: Match & Merge with Generative AI! - Accelerating tedious Master Data Management processes with Generative AI, Embeddings, and Vector Search.
Generative AI Google Cloud Platform April 22, 2024Dazbo’s Google Cloud Next ’24 Recap: Keynote - A wrap-up of the keynote, and a collection of key announcements.
GCP Certification Generative AI Official Blog Public Sector April 22, 2024AlloyDB Generative AI Official Blog April 15, 2024Natural language support in AlloyDB for building gen AI apps with real-time data
Generative AI Official Blog April 15, 2024Grounding generative AI in enterprise truth
Gemini Generative AI Official Blog Vertex AI April 15, 2024Google Cloud announces updates to Gemini, Imagen, Gemma and MLOps on Vertex AI
Generative AI Official Blog Partners April 15, 2024Discover 100+ generative AI solutions from our partners at Next ‘24
Gemini Generative AI Java April 8, 2024Deterministic Generative AI with Gemini Function Calling in Java - Gemini's Function Calling blends the flexibility of generative AI with the precision of traditional programming. This allows for controlled and predictable outputs, as demonstrated in the Java Cloud Function that standardizes addresses using Gemini and an external API.
AlloyDB Generative AI Machine Learning April 8, 2024Making sense of Vector Search and Embeddings across GCP products - An overview of vector search and embedding through the GCP products.
Generative AI Vertex AI April 8, 2024From GenAI to Insights from Your Customers (Part 1) - Analyzing customer complaints with Gen AI models.
Generative AI LLM April 8, 2024Shh, It’s Free: But Let’s Not Tell Google! Exploring Gemini’s Multimodal Capabilities on Vertex AI - Consider this your backdoor pass into a free club, where the only membership requirement is your curiosity.
Generative AI April 8, 2024Calling Gemma with Ollama, TestContainers, and LangChain4j - To run the Gemma language model locally without installing Ollama, use TestContainers to create a container that pulls in the Gemma model. Then, use LangChain4j to interact with the container and generate responses from Gemma. This approach provides easy integration with Java applications while eliminating the need for local Ollama installation.
Dialogflow Gemini Generative AI Machine Learning April 8, 2024Create multimodal conversational experiences with Google Cloud Dialogflow CX and Gemini Vision - Boosting your digital assistant by analyzing images with Gemini Vision.
Generative AI LLM Machine Learning April 1, 2024Demystifying Generative AI for Enterprise Developers - Guide to kickstart your Enterprise GenAI journey.
BigQuery Generative AI LLM March 25, 2024In-Place LLM Insights: BigQuery & Gemini for Structured & Unstructured Data Analytics - Introduction.
Generative AI Machine Learning March 11, 2024Intelligent Document Discovery with Vertex AI Search - This post explores the capabilities of Vertex AI Search, specifically, website search — a standout feature within Google Cloud’s Vertex AI platform.
Cloud SQL Generative AI Official Blog Vertex AI March 11, 2024Build generative AI applications with similarity search in Cloud SQL for MySQL
Generative AI Official Blog Partners March 11, 2024Confluent brings real-time capabilities to Google Cloud generative AI
Cloud Spanner Generative AI Official Blog March 11, 2024Build generative AI and similarity search applications at virtually unlimited scale with Spanner - This blog post discusses how vector search can enhance gen AI applications, and how Spanner’s underlying architecture supports extremely large-scale vector search deployments.
AlloyDB Cloud Bigtable Cloud Memorystore Cloud Spanner Cloud SQL Generative AI Official Blog March 11, 2024Build supercharged gen AI applications with LangChain and Google Cloud databases
Contact Center AI Generative AI Official Blog March 4, 2024Transforming the contact center with generative AI
Generative AI Official Blog March 4, 2024Code samples to get started building generative AI apps on Google Cloud - Code samples for different categories to help organizations quickly get started on Google Cloud.
Generative AI Official Blog Vertex AI Workflows Feb. 26, 2024Orchestrate Vertex AI’s PaLM and Gemini APIs with Workflows - This blog post shows how to call some of the gen AI models from Workflows.
Generative AI Official Blog Video Intelligence API Feb. 26, 2024Unlocking New Frontiers: The Synergy of of Audio Transcripts using Video Intelligence API and Generative AI - An example of using video analytics together with Gen AI.
Generative AI Official Blog Feb. 26, 2024Running machine learning in the cloud for live service games - Generative AI Framework for Games provides templates for running gen AI for games on Google Cloud, as well as a framework for data ingest and storage to support these live models.
Generative AI Official Blog Vertex AI Feb. 19, 2024Google Cloud expands access to Gemini models for Vertex AI customers - Gemini 1.5 Pro is now in private preview on Vertex AI.
C# Generative AI Vertex AI Feb. 19, 2024Using Vertex AI Gemini from GAPIC libraries (C#) - This post shows how to use Vertex AI Gemini from GAPIC libraries, using C# as an example.
Cloud Workstations Generative AI LLM Official Blog Feb. 11, 2024No GPU? No problem. localllm lets you develop gen AI apps on local CPUs - In this post, we introduce you to a novel solution that allows developers to harness the power of LLMs locally on CPU and memory, right within Cloud Workstations, Google Cloud’s fully managed development environment.
Generative AI Looker Feb. 11, 2024What’s new with Looker 2024? - Summarizing the Looker 2024 roadmap.
BigQueryML Generative AI Looker Vertex AI Feb. 11, 2024Generative AI Comes to Looker via Vertex AI and BigQuery BQML - An overview of Looker's roadmap for 2024.
Generative AI LLM Official Blog Feb. 5, 2024Build enterprise gen AI apps with Google Cloud databases - An overview of databases on GCP that can be used to store and query vector embeddings.
Generative AI Official Blog Jan. 29, 2024How to build a gen AI application - UX considerations for generative AI apps and agents.
Gemini Generative AI Machine Learning Vertex AI Jan. 15, 2024Gemini, the stylist… - A personalized haircut recommendation Application.
Gemini Generative AI Workspace Jan. 15, 2024Empowering Your Organisation with AI: Integrating Gemini Pro and PaLM2 into Google Sheets - A Comprehensive Guide to Using Gemini Pro and PaLM2 in Google Sheet on thousands of cells.
Generative AI Jan. 15, 2024Practical Applications of Generative AI - After reading this article and getting oriented with the companion repository, you should have a better idea of what opportunities exist of using Generative AI.
Duet AI Generative AI Google Kubernetes Engine Jan. 1, 2024Navigating GKE with Duet AI: Simplifying Kubernetes Commands - Duet AI: Simplifying Your GKE Journey.
Gemini Generative AI Machine Learning VS Code Dec. 25, 2023Getting Started with Gemini AI API via Google Cloud Code Application Templates - Testing Gemini API via an Application Template in VS Code.
Generative AI LLM Machine Learning Python Dec. 18, 2023Google Imagen (through GCP Vertex AI Studio) as fashion design assistant - In this article, we will explore how generative AI can assist fashion designers in generating new ideas and designs using Google’s suite of generative models for text and image generation.
Cloud Spanner Generative AI Vertex AI Dec. 18, 2023Use Generative AI to Enhance your Product Catalog using only SQL - Using Vertex AI LLM natively in Google Cloud Spanner.
C# Generative AI Dec. 18, 2023C# library and samples for GenAI in Vertex AI - These samples show how to invoke GenAI from C# for different use cases such as text classification, extraction, summarization, sentiment analysis and more using the C# client library.
BigQuery Generative AI Official Blog Dec. 11, 2023Turn customer feedback into opportunities using generative AI in BigQuery DataFrames - This blog post goes through an example of building a solution for transforming raw customer feedback into actionable intelligence.
Generative AI Machine Learning Dec. 3, 2023Google Generative AI Evaluation Service - A service to evaluate the performance of Generative AI Models using metrics like BLEU or ROUGE among others.
BigQuery Generative AI Dec. 3, 2023The New Generative AI Function in BigQuery - How to use BigQuery GENERATE_TEXT remote function.
Generative AI LLM Official Blog Dec. 3, 2023Introducing sample GenAI Databases Retrieval App – augment your LLMs with Google Cloud databases
Document AI Generative AI Official Blog Dec. 3, 2023Ask your documents: Document AI and PaLM2 for question answering - Building "Ask your documents" tool for employees by leveraging Google Cloud Document AI, text embedding models, and PaLM 2.
AI Generative AI Machine Learning Official Blog Dec. 3, 2023How generative AI is transforming the customer service experience
Generative AI Vertex AI Nov. 27, 2023Generative AI - How to Fine Tune LLMs - Vertex AI allows you to fine-tune PaLM models for text, chat, code, and embeddings intuitively and easily.
Duet AI Generative AI Machine Learning Nov. 20, 2023Duet AI Review: My Perception and Use Cases — Part 2 - This article is Part 2 of a two-part review on Duet AI.
Firebase Generative AI Machine Learning Nov. 20, 2023Build a Pose Generator with Firebase and Vertex AI Imagen API - Generate AI-powered images with Firebase and Imagen!
AI Generative AI Machine Learning Official Blog Nov. 20, 2023Top five ways generative AI can drive value in capital markets
Generative AI Official Blog Nov. 20, 2023The four building blocks of responsible generative AI in banking
Generative AI Official Blog Nov. 20, 2023Generative AI use cases to inspire your Startup or Small Business
Generative AI Infrastructure Official Blog Nov. 20, 2023Accelerating generative AI around the world with new data residency guarantees - Data residency guarantees continue GCP commitment to provide AI services with enterprise-grade scale, safety, security and privacy.
Generative AI Machine Learning Vertex AI Nov. 6, 2023Background Change with Imagen on Vertex AI : A Step-by-Step Guide - With Imagen on Vertex AI, application developers can build next-generation AI products that transform their user’s imagination into high quality visual assets, in seconds.
Generative AI Official Blog Oct. 30, 2023Meet Gen AI Navigator: Your personalized guide to adopting generative AI - Gen AI Navigator is a practical tool designed to help businesses of any size or scale realize the true potential of Gen AI in the year ahead.
Dialogflow Generative AI Official Blog Oct. 30, 2023How to build a conversational AI experience using generative AI to improve employee productivity - Using Google Cloud generative AI features in Dialogflow, you can create a lifelike conversational AI agent that empowers employees to retrieve the most relevant information from internal or external knowledge bases.
BigQuery Dataform Generative AI Machine Learning Oct. 30, 2023Using Large Language Models at Scale with Google BigQuery, Dataform and Vertex AI - This article goes through setting up a data pipeline using only SQL to run reviews through a large language model (LLM) to identify the sentiment of the said review.
Generative AI Oct. 23, 2023How GenAI saved days of development — an SQL query parser for BigQuery usage statistics - A 2.5 hours effort to create an SQL parser for usage statistics collection by using GenAI instead of days of coding.
Generative AI Vertex AI Oct. 23, 2023Using Vertex AI Search to create a search widget within our web app based on our PDF files - Quickly build search app through VertexAI Search.
Generative AI Official Blog Oct. 23, 2023How generative AI fits into the entire software development lifecycle - A day in the life of a Google Cloud developer using Google AI assistance to get from idea to production.
Generative AI Official Blog Oct. 23, 2023Rapidly build an application in Gradio power by a Generative AI Agent - In this blog, we will discuss how to use Gradio, an open source frontend framework, with Vertex AI Conversation.
Generative AI Official Blog Oct. 23, 2023Making of a Jump Start Solution: Generative AI for document summarization - A deeper look at one of the Jump Start Solutions - Generative AI Document Summarization.
Generative AI Official Blog Vertex AI Oct. 16, 2023How to enrich product data with generative AI using Vertex AI - LLMs can support PIM by generating product descriptions, translating product descriptions, and extracting product attributes.
BigQuery Generative AI Official Blog Vertex AI Oct. 16, 2023New Vertex AI Feature Store built with BigQuery, ready for predictive and generative AI - The new Vertex AI Feature Store is in Public Preview, fully powered by BigQuery and ready for predictive and generative AI workloads at any scale.
Generative AI Official Blog Oct. 16, 2023Five use cases for manufacturers to get started with generative AI
AI Generative AI Official Blog Oct. 16, 2023Formula E chooses generative AI to inform drivers and engage fans - Formula E combined race and car telemetry data with gen AI to provide a conversational interface for drivers and fans to ask wide-ranging questions.
Generative AI Vertex AI Oct. 9, 2023Creating Generative Art Dynamic NFTs with Google Cloud Vertex AI and Chainlink Functions - Learn to integrate Vertex, Google Cloud’s AI suite into your smart contracts using Chainlink Functions.
GCP Certification Generative AI Official Blog Oct. 9, 2023Generative AI for developers: New no-cost labs in Google Cloud - This October, play to learn about generative AI on The Arcade, plus other no-cost training resources.
AI Generative AI Official Blog Oct. 9, 2023The generative AI revolution in the games industry: A path to boundless creativity - Google Cloud insights into generative AI and gaming.
Generative AI Java Machine Learning Oct. 2, 2023Discovering LangChain4J, the Generative AI orchestration library for Java developers - Using Java/Grrovy in a Generative AI world.
Generative AI Official Blog Oct. 2, 2023Mobilize your unstructured data with generative AI - With Custom Extractor, Summarizer, and Warehouse Search, Document AI is now powered by generative AI to structure document data faster.
Generative AI Sept. 25, 2023Google Cloud Jump Start Solution Deep Dive: Summarize Large Documents — Part 2 - Part 2 of the Deep Dive into the Gen AI Jump Start Solution on Summarizing Large documents.
Generative AI Sept. 25, 2023Google Cloud Jump Start Solution Deep Dive: Summarize Large Documents — Part 3 - Part 3 of the Deep Dive into the Gen AI Jump Start Solution on Summarizing Large documents.
AI GCP Certification Generative AI Official Blog Sept. 18, 2023Generative AI on Google Cloud: New training content, from introductory to advanced - New generative AI training options are available for both a non-technical audience (introductory)and for more advanced technical practitioners.
BigQuery Data Analytics Generative AI Official Blog Sept. 18, 2023Applying Generative AI to product design with BigQuery DataFrames - Generative AI is a powerful tool for accelerating the branding process for new products or compounds.
Generative AI Machine Learning Vertex AI Sept. 4, 2023Understanding the pricing for Vertex AI Text Bison Foundation Model - Explanation of the pricing for Text Bison Foundation Model in Vertex AI.
AlloyDB Generative AI Sept. 4, 2023Powering Q&A Chatbots with AlloyDB and GenAI Models - This blog post shows how to use AlloyDB’s pgvector extension to store vector embeddings of a PDF file into AlloyDB for PostgreSQL and also will create a small Q&A chatbot on top of it.
Flutter Generative AI Machine Learning Python Aug. 28, 2023Build Flutter application in Python to chat in ANY language with Google Cloud LLMs available on… - Creating & deploying chat application on GCP using PaLM 2 model.
Generative AI Machine Learning Vertex AI Aug. 28, 2023Generative AI — Deploy and inference of Llama 2 in Vertex AI Prediction - This post shows how to deploy a Llama 2 chat model (7B parameters) in Vertex AI Prediction with a T4 GPU.
Generative AI Vertex AI Aug. 14, 2023Performing Semantic Searches for Images with Vertex AI - Harnessing the capabilities of Vertex AI’s Multimodal embeddings model and Vertex AI Matching Engine to build a solution that can do free-form text searches on your own images.
Generative AI Machine Learning Vertex AI Aug. 7, 2023Deploy your custom Knowledge Base Assistant powered by Vertex AI and Pinecone - Creating a Knowledge Base Assistant with GCP products.
BigQuery Generative AI Official Blog Vertex AI Aug. 7, 2023SQL-only LLM for text generation using Vertex AI model in BigQuery - Learn how to use a Large Language Model on a source-code dataset as large as 2.8 million open source GitHub repositories for code summarization and more.
Generative AI Vertex AI Aug. 7, 2023Govern Vertex AI Generative AI / Large Language Model Access With Quotas - Roleless access control.
Generative AI July 31, 2023A Comprehensive Guide about Google Cloud Generative AI Studio - A comprehensive walkthrough in Google Cloud Generative AI Studio with Python code samples.
Generative AI Machine Learning Vertex AI July 31, 2023A Custom AMA App Using VertexAI - In this blog, we’ll walk through the process of creating a custom search engine using VertexAI, Streamlit and Langchain.
Generative AI Machine Learning Vertex AI July 24, 2023Generative AI - Image Generation using Vertex AI Imagen - Examples of using Imagen, a text-to-image diffusion model developed by Google AI.
Generative AI Official Blog July 24, 2023Google Cloud expands availability of enterprise-ready generative AI - New foundation models are GA in Google Cloud’s Vertex AI, adding to an enterprise-ready platform for generative AI.
Generative AI Official Blog July 24, 2023Conversational AI on Gen App Builder unlocks generative AI-powered chatbots and virtual agents - Improve customer service with generative AI powered chatbots and virtual agents.
Generative AI July 24, 2023A Guide to Tuning Language Foundation Models in Google Cloud Generative AI Studio - Achieve better results by tuning foundation model with Generative AI Studio.
Generative AI Machine Learning July 17, 2023Generative AI - Learn the LangChain Basics by Building a Berlin Travel Guide - LangChain is a framework that’s like a Swiss army knife for large language models (LLMs).
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