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How to enhance your chatbot so it can retrieve data from multiple data sources & orchestrate its own plan with C# Semantic Kernel, planner & Azure OpenAI – part 2 (demo app implementation)

December 1, 2023 Dec 1, 2023 12/1/23
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In this multi-part series, Jordan Bean shares how to enhance a chatbot to retrieve data from multiple data sources and orchestrate plans with C# Semantic Kernel, planner, and Azure Open AI. In the previous post, we discussed how the RAG pattern isn’t enough to answer complex user questions. We talked about using Semantic Kernel ...

How to enhance your chatbot so it can retrieve data from multiple data sources & orchestrate its own plan with C# Semantic Kernel, planner & Azure OpenAI – part 1

December 1, 2023 Dec 1, 2023 12/1/23
Developer Support
In this multi-part series, Jordan Bean shares how to enhance a chatbot to retrieve data from multiple data sources and orchestrate plans with C# Semantic Kernel, planner, and Azure Open AI. As discussed in the previous post about Azure OpenAI, using the Retrieval Augmented Generation (RAG) pattern is a simple & effective way to ...

Introduction to Supervised Machine Learning

August 27, 2020 Aug 27, 2020 08/27/20
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Machine learning is a very powerful tool for businesses and researchers to create predictions for data problems. However, there are many steps to creating models and not every model is suited for each problem. We have to use a combination of human judgment and computational techniques to create the right model.

Bias in Machine Learning

April 7, 2020 Apr 7, 2020 04/7/20
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Machine learning is the scientific study of algorithms and statistical models that result in devices automatically learning and improving from experiences without being explicitly programmed. With so much success integrating machine learning into our everyday lives, the obvious next step is to integrate machine learning into even more systems.

Using Azure Cognitive Services Text Analytics API Version 3 Preview for Sentiment Analysis

January 21, 2020 Jan 21, 2020 01/21/20
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In this blog, I will demonstrate how Text Analytics API Version 3 Preview of the Microsoft Azure Cognitive Services can be used to analyze large unstructured data. This analysis aims to understand the sentiments expressed in a solicited public comment process and determines the degree of the positivity or negativity of the comments.

Azure AI does that?

December 18, 2019 Dec 18, 2019 12/18/19
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Whether you’re just starting off in tech, building, managing, or deploying apps, gathering and analyzing data, or solving global issues —anyone can benefit from using cloud technology. In this post, we will explore some practical examples where Azure AI is driving innovation.

AI, ML & Data Science – Explained

October 4, 2019 Oct 4, 2019 10/4/19
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Where would you find all three (AI, ML and DS) at work? The most common place today is in autonomous driving vehicles. All three disciplines work together to help train an algorithm to recognize obstacles (MS), then to provide real-time actions (AI) to the vehicle, all based on large amounts of information that data science (DS) can analyze.

Using a Custom Translator with Azure Cognitive Services

August 26, 2019 Aug 26, 2019 08/26/19
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Translating text can be tricky business. Sure, by using online services and tools, you can quickly find out how to say “Hello”, "that dog is green", and “where’s the closest taco stand?” But what about when the conversation needs to be more contextual and specific to your company/business/audience?
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AI and the Art of What’s Possible

June 21, 2019 Jun 21, 2019 06/21/19
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Application Development Manager Rich Maines explores the art of the possible with AI in the context of Microsoft services and the ethical principles that we believe should drive the development of AI.
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