Transform Healthcare with Mixtral: Create Your Own Chatbot Now
Skills:
LLM Engineering90%
๐ค Welcome to an exciting tutorial where I show you how to build a healthcare chatbot using Mixtral and Haystack! In this video, we dive into the world of biomedical research, utilizing the vast database of PubMed, which boasts over 36 million citations. ๐ RAG
๐ We start with installing necessary AI tools like Haytack AI and Transformer, and I'll walk you through every step of creating this innovative chatbot. Imagine having a chatbot that not only searches articles but also analyzes them using a large language model, providing insightful answers to complex healthcare queries. ๐ฉบ
๐ Our journey includes extracting keywords from user queries, fetching relevant articles from PubMed, and using a large language model for analysis. I'll also share coding tips and tricks to enhance the chatbot's accuracy and functionality. ๐ง
๐ Don't forget to subscribe and hit the bell icon for more AI-related content. Like, share, and comment to support the channel. Happy coding! ๐
Code: https://mer.vin/2024/01/healthcare-chatbot-with-mixtral-8x7b/
Reference: https://haystack.deepset.ai/blog/mixtral-8x7b-healthcare-chatbot
Timestamps:
0:00 - Introduction to Building Healthcare Chatbot
0:21 - Starting the Tutorial
1:02 - Extracting Keywords for PubMed Searches
1:37 - Installing AI Tools and Setting Up Environment
2:01 - Coding the PubMed Data Fetcher
2:55 - Setting Up Large Language Models
3:00 - Building the Chatbot Pipeline
3:33 - Finalizing the Chatbot Code
5:00 - Running and Testing the Chatbot
6:00 - Troubleshooting and Fine-Tuning the Chatbot
7:00 - Conclusion and Future Videos
#mixtral #healthcare #chatbot
#RAG #RAGapplication #LargeLanguageModels #AI #LangChain #LLM #GenerativeAI #RetrievalAugmentedGeneration #VectorDatabase #Embeddings #Mistral #MistralAI #HaystackAI #Haystack #CustomData #ProductionReady #Database #DeepsetAI #Deepset #AIDeepset #Health #Care #HealthCare #PubMed #Research #LLMResearch #LLMResearchUse #Medibot #MedicalChatbot #Mixtral #Mistral8x7B #Mis
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Chapters (11)
Introduction to Building Healthcare Chatbot
0:21
Starting the Tutorial
1:02
Extracting Keywords for PubMed Searches
1:37
Installing AI Tools and Setting Up Environment
2:01
Coding the PubMed Data Fetcher
2:55
Setting Up Large Language Models
3:00
Building the Chatbot Pipeline
3:33
Finalizing the Chatbot Code
5:00
Running and Testing the Chatbot
6:00
Troubleshooting and Fine-Tuning the Chatbot
7:00
Conclusion and Future Videos
๐
Tutor Explanation
DeepCamp AI