Wednesday, July 22Digital Marketing Journals

linguistics

How to Get Started with Chatbots — Part 3 | by Joseph Alan Epstein | Oct, 2021
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How to Get Started with Chatbots — Part 3 | by Joseph Alan Epstein | Oct, 2021

Before diving into the ML behind customer-facing chatbots, I’ll first give a quick overview of the system (tl;dr). I will also speak from my experience with Dialogflow, and make the assumption that the approach is similar across other ML-based chatbots.Basically, everything is built around “Intents” and “Entities”.Intents: “When an end-user writes or says something, referred to as an end-user expression, Dialogflow matches the end-user expression to the best intent in your agent. Matching an intent is also known as intent classification.”(definition from Google cloud documentation)Intent diagram from the same documentation as the quote aboveThrough intents, the human creating the chatbot defines the possible topics of conversation. With this context provided, the chatbot can refer to fixed...
Practical NLP for language learning | by Mateoiaswork | Feb, 2021
ai bot, ai chat, ai chatbot, best chatbot, chatbot, chatbot ai, chatbot app, chatbot online, chatbot website, conversation with ai, creating chatbots, esl, google chat bots, language, linguistics, naturallanguageprocessing, robot chat, technology

Practical NLP for language learning | by Mateoiaswork | Feb, 2021

Using machine language models to help students identify proper nouns: Names, named entities, and the Wheel of Fortune CorpusEnglish Departments haven’t kept up with modern technology. Photo by Amir Tavas on UnsplashWhat is practical NLP?Machine learning and natural language processing have made incredible strides recently, but sometimes they seem a bit ….detached…. from the real world problems faced by low budget ESL teachers and language learners. So, I decided to do a series on practical NLP with a focus on language learning. In this first post I want to:introduce Named Entity Recognition (NER)provide a motivation for using NER to help language learnersshow how easy it is to use Spacy NER in practice.In future posts I will talk about more technical details such as deploying NER as an API...