Entity sentiment analysis
If models exist for entity detection and sentiment analysis, it is natural to take a step further and combine them to detect in a text.
While sentiment analysis finds all the emotion displays in the document and aggregates them, entity sentiment analysis tries to find the dependencies between different parts of the document and the identifi entities and then assigns the emotions in those text segments to the respective entities.
Finally Google’s Natural Language
API comes with a plug-and-play text classification model. The model is train to classify input documents into a large set of categories. The categories are structur hierarchically — for example, the category “Hobbies & Leisure” has several subcategories, such as “Hobbies & Leisure/Outdoors” which has subcategories such as “Hobbies & Leisure/Outdoors/Fishing”.
Dialogflow is a natural language processing platform that can be us to build conversational applications and experiences for a company’s customers in multiple languages and across multiple platforms. It enables developers to create text- and voice-bas conversational interfaces to respond to customer queries in different languages.
For example, a company can use Dialogflow to build advertising data messaging bots that respond to customer queries across platforms like Alexa Voice Services, Google Assistant, Facebook Messenger, Slack, and several other messaging integrations.
Uses of Dialogflow
Dialogflow can be us for a variety
of applications, including:
artificial intelligence customer service agents: interfaces can be programm to answer questions, access orders, make appointments, and receive requests;
conversational commerce: bots can help customers make self-service purchases or schule deliveries;
Internet of Things (IoT): Dialogflow can be communic animation and visually process appli to IoT devices to make them better at understanding context and responding accurately.
Additionally, potential users can view mobile list examples to explore The prevailing emotions how a chat agent can respond to various queries on the Dialogflow website.
