Custom Chatbot with ALL the Top LLMs (OpenAI, Google, Anthropic)

Welcome to our in-depth tutorial on how to integrate multiple Large Language Models (LLMs), including those from Open AI and Google, into a single chatbot application. We will leverage the abstractions provided by LangChain to keep the process simple and the platform portable across different LLM API providers. The web application code is kept clean and lean, by way of the Flask (Python) framework. Demonstration Code and Diagram: https://github.com/nodematiclabs/top-llms-chatbot-app Modeling Tool: https://softwaresim.com If you are a cloud, machine learning, or software engineer you’ll probably find our wide range of YouTube tutorials, demonstrations, and walkthroughs useful - please consider subscribing to support the channel. 0:00 Conceptual Overview 2:44 Google Cloud Vertex AI 3:05 Python and Flask Code 7:49 Web Application Frontend

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