Mastering Chatbots with Botpress, Rasa3, RAG & LLMs Flowise

All you need to develop your next AI Chatbot using Open-Source tools like Botpress, Rasa, Transformers and FastAPI

4.60 (166 reviews)
Udemy
platform
English
language
Data Science
category
Mastering Chatbots with Botpress, Rasa3, RAG & LLMs Flowise
5,983
students
14.5 hours
content
Feb 2024
last update
$74.99
regular price

What you will learn

Developing Chatbots using Open-Source tools like Botpress, Rasa and Transformers. No cloud based solutions.

Understand all of the Chatbot developing pillars like intent-detection, entity-recognition, conversation flow and more.

Learn the Concepts of Prompt Engineering using LangChain, ChatGPT and HuggingFace

Develop Neural Networks models to detect entities and Recognize entities in the user messages.

Integrate with third parties and APIs to develop mature chatbots with live data.

Develop web applications using fastAPI to support the chatbot services.

Learn via developing a set of real-world chatbot projects.

Why take this course?

Are you ready to learn how to build powerful and AI-supported chatbots from scratch?

there are a lot of courses out there that teach you how to develop chatbots. So what makes this course DIFFERENT?


  • We're NOT going to use any cloud-based chatbot solutions like Dialogflow, IBM Watson, or Microsoft Azure. Instead, we'll be focusing on free and open-source technologies that are just as robust and powerful.

  • We're NOT just going to talk only about the basics of chatbot development. We’re going to dive deeply into this world.

  • This course is full of project-based tutorials. A lot of techniques will be derived via developing a set of chatbot projects

Chatbots are everywhere and are becoming an increasingly important part of our daily lives. They're used for a wide range of applications, from customer service to online shopping, and they're only getting more advanced and sophisticated.


In the course, we delve into the different types of chatbots and their use cases, including rule-based chatbots, AI-powered chatbots, and conversational AI. We also cover the various technologies and platforms that are used to build chatbots, such as natural language processing (NLP), machine learning (ML), and chatbot development open-source projects like Botpress, Rasa, Transformers, langChain, fastAPI, Docker, and more.


In this course, you will learn:


  • How to Setup Your Development Environment Tools

  • How to Install and start your first Botpress project

  • You will Understand what the conversation flow studio is

  • Develop the different types of chatbot response templates

  • You will learn how to Integrate with third parties and APIs to provide external information for users

  • How to Develop a QnA chatbots

  • Understand the problem intent detection and how to solve it using either rule-based or neural network techniques

  • How to recognize entities in the user message and how to fill the slots.

  • How to collect user data and forward them to an external API or store them in a database.

  • How to develop your Rasa Chatbot Assistant models

  • How to integrate Botpress with Rasa Chatbot Assistant

  • How to develop a fastAPI app to serve your AI projects

  • How to integrate your chatbot with popular messaging platforms like Facebook Messenger and Telegram

  • How to use the modern Large Language Models (LLMs) like OpenAI to support your chatbots

  • Learn all the basics of building a robust application using ChatGPT and open-source Large Language Models

  • How to use Drage-Drop UI Tools like Flowise to Develop LLM chatbots

  • How to use LLMs to develop AI Engines and Chatbots

  • Build the style of "Chat with your data" modern apps.

  • Learn in detail how to build RAG LLM apps.

  • More ..

By the end of the course, students will have a comprehensive understanding of the current state of chatbot technology and how it is being used in real-world applications. This knowledge will equip students with the skills and confidence to embark on their chatbot projects and contribute to the rapidly evolving field of conversational AI.

Screenshots

Mastering Chatbots with Botpress, Rasa3, RAG & LLMs Flowise - Screenshot_01Mastering Chatbots with Botpress, Rasa3, RAG & LLMs Flowise - Screenshot_02Mastering Chatbots with Botpress, Rasa3, RAG & LLMs Flowise - Screenshot_03Mastering Chatbots with Botpress, Rasa3, RAG & LLMs Flowise - Screenshot_04

Reviews

Masoud
August 28, 2023
If you want to learn advance level of creating ChatBot based on no-coding or low-coding by using the premade platforms like StackAI and Botpress, this course is not for you.
WIN2WIN
August 26, 2023
Amazing courses as it contains a lots of small details allowing us to be quickly ready with a sound technology stack!
Jonguxolo
August 17, 2023
I just finished section 17 within section 4 and so far I am happy with what I am receiving. Everything works as expected and as guided by the instructor. He is very good in demystifying and simplifying complex issues. [New Edition] => I think I confused myself while rating a four, maybe I was under the impression that a 5 star would be misleading and suggest that I went through or completed the whole course. Now it dawns in my mind that, no man I was supposed to have fairly rated it with a '5', given the fact that, as I have mentioned, everything works well from my side up to this far, there were no glitches whatsoever.
Allyson
August 7, 2023
I was able to make it to successfully download the information and open botpress on my local computer.
Roberto
July 23, 2023
This course has a very good hands on approach, also it has interesting data to support the use of botpress, hopefully instructor adds some info about chatgpt, which is very straightfroward to do, but with this course you will have all the knowledge required to be confident and develop any kind of solution
Mohamed
June 5, 2023
Sir, thank you for sharing your knowledge! Regarding RASA, this course cleared most of my knowledge gaps!
Francisco
May 30, 2023
The instructor knows exactly what he is teaching. The course proposal is very interesting since I was personally looking for no cloud based solutions, and with the material offered I have been able to implement advanced chatbots with docker perfectly.
Rose
May 21, 2023
This course was a goldmine of information. The explanations were crystal clear, and the examples provided a practical understanding of chatbot development. I loved how the course focused on open-source tools, making it accessible to everyone.
Omar
May 21, 2023
I couldn't be happier with this course! The instructor did a fantastic job of explaining complex concepts in a simple and engaging manner. Sometime you feel it a bit slow, but you can just speed up the video rate. The course structure was well-designed, gradually building upon the foundational knowledge to more advanced topics. The hands-on projects were particularly helpful, allowing me to apply what I learned in real-world scenarios. Definitely worth the investment!
Rob
May 4, 2023
Only 1 of 6 questions asked by students has been answered. Questions from up to 9 days ago have not been addressed. That's a long time to leave a student hanging.
Hieu
May 2, 2023
Great course! I learnt serveral courses to build chatbot with Diagflow but it's not what I had in mind. And I have tried this course. I have just finished nearly 50% but it's is chatbot course that I had found for months. Explaination is easy to understand and projects is interested. I'm going to continue with this course. My goal is to building a chatbot for my company website and my website also.
Leonardo
April 18, 2023
Overall, it's a good course, as expected. But I wish there was more content about the QnA functionality. Like how to integrate a QnA list with a node. And how the Languages from Botpress NLU works, if it comes with pre-build intents and things like that.

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Related Topics

5207544
udemy ID
3/12/2023
course created date
8/16/2023
course indexed date
Bot
course submited by