Building a Virtual AI Assistant (aka Copilot) for Your Software Application: Harnessing the Power of LLMs like ChatGPT

Welcome to the dawn of a new era in digital interaction! With the advent of Generative AI, we’re witnessing a remarkable revolution that’s changing the very nature of how we interact with software and digital services. This change is monumental. Leading the charge are the latest generation of AI-powered virtual assistants, aka “AI copilots”. Unlike … Read more

Building “Chat with your Data” Apps using Embeddings, ChatGPT, and Cosmos DB for Mongo DB vCore

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Artificial Intelligence (AI), in particular, the advent of OpenAI’s ChatGPT, has revolutionized how we interact with technology. Chatbots powered by this advanced language model can engage users in intricate, natural language conversations, marking a significant shift in AI capabilities. However, one thing that ChatGPT isn’t designed for is integrating personalized or proprietary knowledge – it’s … Read more

ChatGPT Prompt Engineering Guide: Practical Advice for Business Use Cases

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As businesses continue to embrace the power of conversational AI, the ability to craft effective prompts for ChatGPT has become increasingly important. However, this task can be intimidating, particularly when dealing with diverse customer bases and complex industries. But fear not, because this guide is here to help. In this prompt engineering guide, we’ll provide … Read more

ChatGPT Style Guide: Understanding Voice and Tone Prompt Options for Engaging Conversations

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In a previous article, we looked at the value proposition of generative AI and ChatGPT (What is the Business Value of OpenAI’s GPT Models (ChatGPT)?). A standout feature of ChatGPT is its ability to write in different styles and tones. Whether you’re aiming for a professional message, a friendly vibe, a sprinkle of humor and … Read more

Using Fairlearn to Build Fair Machine Machine Learning Models with Python: Step-by-Step Towards More Responsible AI

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As we enter an era where intelligent systems are increasingly relied upon to make key decisions, responsible AI has become more critical than ever before. It’s not enough to simply rely on data-driven decision-making; we must also ensure that these systems are fair and just. But how can we do this when the same bias … Read more

Predictive Maintenance: Predicting Machine Failure using Sensor Data with XGBoost and Python

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Predictive maintenance is a game-changer for the modern industry. Still, it is based on a simple idea: By using machine learning algorithms, businesses can predict equipment failures before they happen. This approach can help businesses improve their operations by reducing the need for reactive, unplanned maintenance and by enabling them to schedule maintenance activities during … Read more

How to Use Hierarchical Clustering For Customer Segmentation in Python

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Have you ever found yourself wondering how you can better understand your customer base and target your marketing efforts more effectively? One solution is to use hierarchical clustering, a method of grouping customers into clusters based on their characteristics and behaviors. By dividing your customers into distinct groups, you can tailor your marketing campaigns and … Read more

On-Chain Analytics: Metrics for Analyzing Blockchains in Python

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Cryptocurrencies like Bitcoin or Ethereum are built on public blockchains, meaning anyone can see the transactions and trades happening on these networks. This transparency makes on-chain data an excellent resource for data science and machine learning. By examining transaction activity and the holdings of Bitcoin addresses, analysts can better understand a cryptocurrency network’s health and … Read more

Using Pandas DataReader to Access Online Data Sources in Python

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Pandas DataReader is a library that allows data scientists to easily read data from a variety of sources into a Pandas DataFrame. This is especially useful for accessing data that resides outside of their local development environment and needs to be accessed via APIs. The Pandas DataReader provides functions for loading data from various online … Read more

Feature Engineering and Selection for Regression Models with Python and Scikit-learn

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Training a machine learning model is like baking a cake: the quality of the end result depends on the ingredients you put in. If your input data is poor, your predictions will be too. But with the right ingredients – in this case, carefully selected input features – you can create a model that’s both … Read more

Create a Personalized Movie Recommendation Engine using Content-based Filtering in Python

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Content-based recommender systems are a popular type of machine learning algorithm that recommends relevant articles based on what a user has previously consumed or liked. This approach aims to identify items with certain keywords, understand what the customer likes, and then identify other items that are similar to items the user has previously consumed or … Read more