Create Your Own AI Chatbot in Just 5 Minutes!

Create Your Own AI Chatbot in Just 5 Minutes!

Table of Contents:

1. Introduction to AI
2. Evolution of AI-Based chatbots
3. Advancements in machine learning and deep learning capabilities
4. Introduction to watsonx Assistant
5. Leveraging NeuralSeek with watsonx Assistant
6. Setting up watsonx Discovery 6.1 Imprpove and customize
7. Fine-tuning the NeuralSeek extension 7.1 Initial setup 7.2 About section 7.3 Tuning the extension 7.4 Q&A generation
8. Integrating NeuralSeek with Watson Assistant 8.1 API key and OpenAPI file setup 8.2 Adding the NeuralSeek extension 8.3 Authenticating NeuralSeek 8.4 Adding NeuralSeek to the dialog
9. Testing and using NeuralSeek with watsonx Assistant 9.1 Creating a new action skill 9.2 Configuring the NeuralSeek extension 9.3 Performing searches with NeuralSeek
10. Conclusion and further resources

Introduction to AI AI is transforming industries and processes by leveraging technologies like deep learning, LLMs, and generative AI. This article explores the evolution of AI-based chatbots, advancements in machine learning and deep learning, and the introduction of watsonx Assistant.

Evolution of AI-based chatbots The early AI tools had limitations in understanding context and learning. Rule-based chatbots were developed based on predefined scripts, limiting their capabilities. However, with advancements in machine learning and deep learning, AI-based chatbots have improved their understanding of natural language.

Advancements in machine learning and deep learning capabilities Machine learning and deep learning algorithms, combined with massive amounts of data and natural language processing techniques, have enabled the development of large language models. These models can generate human-like responses to queries, enhancing the capabilities of AI-based chatbots.

Introduction to watsonx Assistant Watsonx Assistant is a conversational AI platform designed to build and deploy AI-powered chatbots. It leverages generative AI to deliver intelligent and human-like responses, transforming user experiences.

Leveraging NeuralSeek with watsonx Assistant This section focuses on integrating the NeuralSeek search and natural-language generation system with watsonx Assistant. It involves setting up watsonx Discovery to store data and using NeuralSeek to improve the accuracy of responses.

Setting up watsonx Discovery In this step, we set up watsonx Discovery as the data storage for our chatbot. Using robotic vacuum manuals as an example, we explore the process of improving and customizing the data for better results.

Fine-tuning the NeuralSeek extension Fine-tuning the NeuralSeek extension involves setting up the initial information, tuning the appearance and document preferences, and generating Q&A based on the available data.

Integrating NeuralSeek with Watson Assistant This section covers the integration of NeuralSeek with Watson Assistant. It includes setting up the API key and OpenAPI file, adding the NeuralSeek extension, and authenticating the NeuralSeek system.

Testing and using NeuralSeek with watsonx Assistant To test and use NeuralSeek with watsonx Assistant, we create a new action skill, configure the NeuralSeek extension, and perform searches. This section provides a step-by-step guide to incorporating NeuralSeek into the chatbot's dialog.

Conclusion and further resources The article concludes by highlighting the capabilities of NeuralSeek and generative AI for improving chatbot conversations. It also suggests visiting the watsonx Assistant page on IBM.com for more information and resources.

Highlights:

• The age of AI and its transformative power
• Evolution of AI-based chatbots and their limitations
• Advancements in machine learning and deep learning
• Introduction to watsonx Assistant and Generative AI
• Leveraging NeuralSeek to enhance chatbot responses
• Setting up watsonx Discovery for data storage
• Fine-tuning the NeuralSeek extension for accuracy
• Integrating NeuralSeek with Watson Assistant
• Testing and using NeuralSeek for improved conversations
• Further resources for leveraging generative AI