AI and Machine Learning Flashcards
AutoML
AutoML is a machine learning product suite that enables developers with limited machine learning expertise to provide their data sets and obtain access to quality trained models produced by Google’s transfer learning and Neural Architecture Search (Google’s technology for finding, generating, evaluating, and training numerous neural architectures to automatically select a solution for the customer’s application):
- AutoML Natural Language
- AutoML Tables
- AutoML Translation
- AutoML Video
- AutoML Vision
AutoML Natural Language
AutoML Natural Language enables customers to categorize input text into their own custom defined labels (supervised classification). Users can customize models to their own domain or use case.
AutoML Natural Language
AutoML Natural Language enables customers to categorize input text into their own custom defined labels (supervised classification). Users can customize models to their own domain or use case.
AutoML Tables
AutoML Tables enables your entire team of data scientists, analysts, and developers to automatically build and deploy state-of-the-art machine learning models on structured data at increased speed and scale.
AutoML Translation
AutoML Translation is a simple and scalable translation solution that allows businesses and developers with limited machine learning expertise to customize the Google Neural Machine Translation (GNMT) model for their own domain or use-case.
AutoML Video
AutoML Video is a simple and flexible machine learning service that lets businesses and developers easily train custom and scalable video models for their own domain or use cases.
AutoML Vision
AutoML Vision is a simple and flexible machine learning service that lets businesses and developers with limited machine learning expertise train custom and scalable vision models for their own use cases.
Cloud Natural Language API
Cloud Natural Language API provides powerful natural language understanding as an easy to use API. This API enables application developers to answer the following questions:
1) What are the entities referred to in the block of text?;
2) What is the sentiment (positive or negative) for this block of text?;
3) What is the language of this block of text?;
4) What is the syntax for this block of text (including parts of speech and dependency trees)?
Users can call this API by passing in a block of text or by referring to a document in Cloud Storage.
- *Cloud Translation**
- *(including Cloud Translation v2 or any subsequent general availability version/release)**
Cloud Translation is a RESTful API that automatically translates text from one language to another language (e.g. French to English). You can use the API to programmatically translate text in your webpages or apps.
Cloud Vision
Cloud Vision enables developers to understand the content of an image by encapsulating powerful machine learning models in an easy to use API. It quickly classifies images into thousands of categories (e.g., “sailboat”, “lion”, “Eiffel Tower”), detects individual objects and faces within images, and finds and reads printed words contained within images. You can build metadata on your image catalog, moderate offensive content, or enable new marketing scenarios through image sentiment analysis. You can also analyze images uploaded in the request and integrate with your image storage on Cloud Storage.
Contact Center AI (CCAI)
CCAI is a solution for improving the customer experience in your contact centers using AI. CCAI encompasses Dialogflow Essentials, Dialogflow Customer Experience Edition (CX), Speech-to-Text, and Text-to-Speech, and Speaker ID.
Contact Center AI Insights
Contact Center AI Insights helps customers extract value from their contact center data. It provides a console to explore the data, find relevant information and take action on the data. Customers can run advanced analysis within the platform to extract sentiment, topics and highlight key areas from their data.
Contact Center AI (“CCAI”) Platform
CCAI Platform is an AI-driven contact-center-as-a-service (CCaaS) platform built natively on Google Cloud, leveraging Contact Center AI at its core. CCAI Platform is purpose-built to work alongside CRMs, providing organizations with a single source of truth for customer journeys. As a unified contact center platform, CCAI Platform accelerates the organization’s ability to leverage and deploy AI-driven contact center functionalities without relying on multiple technology providers. CCAI Platform is a full-stack contact center platform for queuing and routing customer interactions across voice and digital channels. It provides easy routing of customer interactions to the appropriate resource pools, allowing a seamless transition to human agents.
Dialogflow Essentials(ES)
Dialogflow is a development suite for voice and text conversational apps including chatbots and voicebots. Dialogflow is cross-platform and can connect to your own apps (on the web, Android, iOS, and IoT) or existing platforms (e.g., Telephony platforms like Genesys, Avaya, Cisco and digital platforms like Actions on Google, Facebook Messenger, Slack). Dialogflow Essentials Edition is a paid enterprise tier of Dialogflow provided under the Google Cloud Platform Terms of Service. (The free tier of Dialogflow (Dialogflow Trial Edition) is not offered via the Google Cloud Platform Terms of Service and is instead provided under the Dialogflow Trial Edition Terms of Service).
Dialogflow Customer Experience Edition (CX)
Dialogflow CX is an advanced development suite for creating conversational AI applications including chatbots and voicebots. It includes a visual bot building platform, collaboration and versioning tools, bot modularization tools, advanced IVR feature support (like DTMF, barge-in, etc.), and is optimized for enterprise scale and complexity. Dialogflow CX is cross-platform and can connect to your own apps (on the web, Android, iOS, and IoT) or existing platforms (e.g., telephony platforms like Genesys, Avaya, Cisco and digital platforms). Dialogflow CX is provided under the Google Cloud Platform Terms of Service.
