GCP AI Services Flashcards
What is Vertex AI
is a fully-managed, unified AI development platform for building and using generative AI. Access and utilize Vertex AI Studio, Agent Builder, and 150+ foundation models.
What is Vertex Studio
provides APIs for leading foundation models, and tools to rapidly prototype, easily tune models with your own data, and seamlessly deploy to applications.
What is Vertex AI Agent Builder
Create AI agents and applications using natural language or a code-first approach. Easily ground your agents or apps in enterprise data with a range of options. Vertex AI Agent Builder gathers all the surfaces and tools that developers need to build their AI agents and applications.
Spech to Text
Convert audio into text transcriptions and integrate speech recognition into applications with easy-to-use APIs.
Vision AI
Service offering custom and pre-trained models to detect emotion, text, objects, and more in images and videos. Supports multiple vision-based ML tasks.
Natural Language AI
Service for sentiment analysis and classification of unstructured text. Provides entity recognition, content classification, and syntax analysis.
AutoML
Service for custom machine learning model training and development without requiring deep ML expertise. Automates model creation and optimization.
Conversational Agents
Platform for building conversational AI (chatbots and voice) with both deterministic and generative AI functionality. Enables natural language interactions.
Recommendations AI
Service to deliver highly personalized product recommendations at scale. Uses ML to provide relevant recommendations based on user behavior.
Vertex Explainable AI
Tools and frameworks to understand and interpret your machine learning models. Helps explain model predictions and behavior.
Gemini for Google Cloud
Next-generation AI assistants designed for developers, Google Cloud services, and applications. Provides advanced language understanding and generation capabilities.
Cloud GPUs
GPU infrastructure for machine learning, scientific computing, and 3D visualization. Provides accelerated computing resources.
Cloud TPUs
Tensor Processing Units specifically designed for machine learning applications. Custom-built AI accelerators for TensorFlow workloads.
Deep Learning VM Image
Preconfigured virtual machines optimized for deep learning applications. Includes common ML frameworks and tools.
Deep Learning Containers
Preconfigured and optimized containers for deep learning environments. Provides ready-to-use ML development environments.
Customer Engagement Suite with Google AI
End-to-end application combining advanced conversational AI for customer engagement. Integrates multiple AI services for customer interaction.
Document AI
Machine learning and AI tools for processing and analyzing documents. Extracts structured data from unstructured documents.
Vertex AI Search for retail
Google-quality search and recommendations specifically designed for retailers’ digital properties. Helps increase conversions and reduce search abandonment.
Looker
Platform for BI, data applications, and embedded analytics. Provides advanced data visualization and analysis capabilities.
Looker Studio
Interactive data suite for dashboarding, reporting, and analytics. Enables creation of interactive data visualizations and reports.
BigQuery
Enterprise data warehouse that provides:
Serverless architecture
Real-time analytics
Built-in ML capabilities
Petabyte-scale querying
Automatic replication and backup
Standard SQL support
Dataproc
Managed service for:
Running Apache Spark clusters
Apache Hadoop workloads
Fast cluster creation
Integration with other Google Cloud services
Per-second billing
Built-in monitoring
Dataflow
Stream and batch data processing service that offers:
Real-time data pipeline creation
Apache Beam SDK support
Serverless execution
Automatic scaling
Real-time streaming analytics
Built-in transformation templates
Like streaming kafka
Dataform
Service for:
Building SQL workflows in BigQuery
Version control for data transformations
Data pipeline management
Data quality validation
Incremental processing
Dependency management
AWS = glue
Azure data factory / synaps
Databrikcs
