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Empowering Website Conversations: Part 7 Introduction Throughout this seven-part series, we’ve embarked on quite the journey. We began by extracting training data from our website content, proceeded to fine-tune OpenAI models, and implemented both a reusable REST API and a dynamic UI for our chatbots. In this final installment, we’ll...Recent articles
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Bring our Chatbot to Life: The User Interface
Empowering Website Conversations: Part 6 Introduction In the preceding section, we crafted a reusable REST API to communicate with our fine-tuned models. Now, to interact with this API effectively, we need a user interface. Our approach involves creating a straightforward UI using React with TypeScript, leveraging Material UI components. The...
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Develop your Chatbot REST API
Empowering Website Conversations: Part 5 Introduction Now that our QA and discriminator models are ready for deployment, it’s time to bring our chatbot to life. This entails building both a REST API and a user interface. In this section, I’ll walk you through the process of creating a streamlined chatbot...
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Safeguard your Chatbot with Discriminators
Empowering Website Conversations: Part 4 Introduction In our chatbot series, we’ve developed a custom chatbot model tailored to answer questions about Embyr’s website content using the OpenAI fine-tuning API. However, we’ve also identified certain limitations in the model’s performance. In this blog post, we’ll emphasize the significance of thoroughly vetting...
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Fine-tune a Chatbot QA model
Empowering Website Conversations: Part 3 Introduction In the preceding section, we crafted a question-answer dataset by harnessing OpenAI’s completions API on our cleaned Markdown website files. Our next step involves leveraging this dataset to embark on the fine-tuning for our Chatbot QA model with OpenAI’s fine-tuning API. As we delve...
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From Markdown to Training Data
Empowering Website Conversations: Part 2 Introduction In the previous section we went over what a chatbot is and the valuable support they can provide. We also went through the required steps to obtain an OpenAI API KEY that we will use in the rest of the series. In this section,...
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What are Chatbots, and why would I want one?
Empowering Website Conversations: Part 1 Introduction From virtual assistants to website pop-ups, chatbots are everywhere, transforming the way we engage with technology. These intelligent systems offer custom and instantaneous support to customers, enhancing user experiences. Thanks to the rapid advancement of AI technology, creating a tailored chatbot for your specific...
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Overcoming Organizational Resistance to AI
AI advancements are happening at an amazing, and accelerating, pace. But as the breadth of AI applications increases, so do societal concerns about the impact of this promising, powerful technology. Concerns about AI’s impact on the future of our work now permeate nearly all industries and can make incorporating valuable...
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RegTech and AI
RegTech, short for Regulatory Technology, refers to the use of technology to help companies comply with regulatory requirements. This includes managing and monitoring compliance with laws, regulations, and standards that affect their industry. With the increasing number of regulations and compliance requirements, RegTech has become a popular way for companies...
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AI Integration Challenges in Large Companies
As the benefits of artificial intelligence (AI) become increasingly clear, more and more businesses are eager to implement this technology into their operations. However, for large companies with complex systems and processes, AI adoption is often not a straightforward process. There are numerous roadblocks that can impede progress, including technical...
