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This blog is intended for software system engineers, architects and managers or people generally interested in development, testing and integration of software systems. It is part of profiq’s community effort that has the objective of sharing knowledge and ideas about software system integration, testing and development. In addition to this technical content, we share updates about life at profiq.

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Empowering Users with Advanced Question-Answering Systems

For a long time, we have dreamt about systems able to answer questions related to a set of text documents — a next-gen search engine. As developers, we spend a significant portion of our time reading through documentation, trying to solve a specific problem. We are not alone. People in many other fields face similar problems. Addressing this issue could save an immense amount of time. The problem of answering a question from a set of text documents has been studied for quite some time. However, only the recent improvements…

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Innovation is at the core of Profiq's mission. Arguably, the most innovative development in technology recently is ChatGPT, developed by OpenAI. In an earlier article, we explored OpenAI’s Codex model, which we used for code generation and editing. In this follow-up article, we share our experience leveraging OpenAI’s models programmatically via its API, for creating a plugin for Jetbrains IDEs. Querying OpenAI from the IDE We’ve been using ChatGPT from the browser in various ways to aid with our daily software development and QA. When the interaction with ChatGPT involves…

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Can OpenAI write programs on its own?

If you've been following the news in the IT world, you’ve surely heard about OpenAI. For the past few months, this company has made headlines with its excellent AI language models. OpenAI is best-known for ChatGPT, a user-friendly, chatbot-like tool that’s being used to simplify the content creation process. Beside ChatGPT, their offering also used to include the now deprecated Codex API, which served not only for code generation, but also for manipulating existing code. Some companies already use a variant of the Codex model in their tools. For example,…

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Machine Learning in Dataiku: Let’s train an image classifier!

More and more companies are integrating machine learning (ML) and artificial intelligence (AI) into their products. Last year was unusually fruitful. We experienced the release of Github Copilot, DALL-E 2, Stable Diffusion, ChatGPT and many other interesting AI services. Getting your company onboard with ML and AI can be challenging. The number of experts in this field is still far below market demand. The path to become an AI professional is rigorous and long. You need to master aspects of software engineering, database and big data management, statistics, and many…

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