Text-to-SQL with LLMs – Embracing the Future of Data Interaction

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In an age where data is the cornerstone of decision-making, the ability to interact seamlessly with databases is invaluable. This is where Text-to-SQL, powered by Large Language Models (LLMs), is revolutionizing the way we handle data. But what exactly is Text-to-SQL, and how are LLMs like GPT-3 and Google’s PaLM making a difference? Text-to-SQL technology … Read more

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

How Far are Swiss Enterprises in Adopting OpenAI’s GPT Models?

OpenAI’s large language models, such as GPT-4 and ChatGPT, have the potential to revolutionize customer experience and boost economic productivity to a new level. With its ability to automate processes, provide predictive insights, and enhance decision-making capabilities, OpenAI will also impact companies in Switzerland. The question remains: how far along is Switzerland in adopting OpenAI? … 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

Using LLMs (OpenAI’s ChatGPT) to Streamline Digital Experiences

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In the age of information overload, finding what you need quickly and efficiently is more important than ever. OpenAI’s GPT technology has the potential to reduce friction between products and services, making it easier for individuals and businesses to find what they need. In this article, we’ll explore some specific examples of how OpenAI is … Read more

What is the Business Value of ChatGPT and other Large Generative Language Models?

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OpenAI’s GPT models, such as Davinci and ChatGPT, have gained recognition for their impressive language generation abilities. However, many of the tasks that GPT models can perform are not entirely new and could have been accomplished by traditional neural network models for some time. In specific tasks such as sentiment analysis, more specialized models could … Read more

9 Business Use Cases of OpenAI’s ChatGPT

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You haven’t had enough of the recent hype about OpenAI? Fantastic! Let’s explore the business use cases for ChatGPT and other Large Language Models (LLMs). ChatGPT is often considered the beginning of a new era of AI adoption. A growing number of ChatGPT users are now using AI in their personal workflows. However, adoption in … Read more

Forecasting Beer Sales with ARIMA in Python

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Time series analysis and forecasting is a tough nut to crack, but the ARIMA model has been cracking it for decades. ARIMA, short for “Auto-Regressive Integrated Moving Average,” is a powerful statistical modeling technique for time series analysis. It’s particularly effective when the time series you’re analyzing follows a clear pattern, like seasonal changes in … Read more

Tuning Model Hyperparameters with Grid Search at the Example of Training a Random Forest Classifier in Python

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Are you struggling to find the best hyperparameters for your machine learning model? With Python’s Scikit-learn library, you can use grid search to fine-tune your model and improve its performance. In this article, we’ll guide you through the process of hyperparameter tuning for a classification model, using a random decision forest that predicts the survival … Read more

Flight Delay Prediction using Azure Machine Learning

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If you travel a lot, you’ve probably already experienced this – you’re in a hurry on your way to the airport trying to catch a flight, only to find out that your flight is delayed. Wasn’t it great to know when a flight will be delayed in advance? We can use past flight delay data … Read more