Author: Deep Learner

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Ultimate OpenAI Whisper Tutorial – Both API and Open Source

Introduction In this article, we will do a complete deep dive into the OpenAI Whisper tutorial by covering both its API and the open-source version available in the GitHub repository. We will first understand what is OpenAI Whisper, then see the respective offerings and limitations of the API and open-source version. Finally, we will cover detailed examples of Whisper models to showcase their variety of features and capabilities. What is OpenAI Whisper OpenAI Whisper is an    

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Python

Getting the Most Out of the Python Standard REPL

The Python standard shell, or REPL (Read-Eval-Print Loop), allows you to run Python code interactively while working on a project or learning the language. This tool is available in every Python installation, so you can use it at any moment. As a Python developer, you’ll spend a considerable part of your coding time in a REPL session because this tool allows you to test new ideas, explore and experiment with new tools and libraries, refactor and debug your code, and […]

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Python

Build Robust Continuous Integration With Docker and Friends

Continuous integration (CI) has become essential to software development, allowing teams to merge code changes frequently and catch errors early. Docker containers help facilitate the continuous integration process by providing a consistent environment where you can test and ship code on each commit. In this tutorial, you’ll learn how to use Docker to create a robust continuous integration pipeline for a Flask web application. You’ll go through the steps of developing and testing the application locally, containerizing it, orchestrating containers […]

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Python

“Externally managed environments”: when PEP 668 breaks pip

You’re on a new version of Linux, you try a pip install, and it errors out, talking about “externally managed environments” and “PEP 668”. What’s going on? How do you solve this? Let’s see: What the problem looks like, and what causes it. The places you are likely to encounter it. A variety of solutions, depending on your use case. Symptoms: failed installs Consider the following Dockerfile, using a pre-release of Debian “Bookworm” 12, which will be released in June […]

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Using generative AI to imitate human behavior

This research was accepted by the 2023 International Conference on Learning Representations (ICLR), which is dedicated to the advancement of the branch of artificial intelligence generally referred to as deep learning. Figure 1: Overview of our method. Diffusion models have emerged as a powerful class of generative AI models. They have been used to generate photorealistic images and short videos, compose  

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Neural Machine Translation (NMT), NMT Leave a comment

Highlights from Machine Translation and Multilinguality in April 2023

Here is my monthly summray of what new papers and preprints are liked the most during the previous month. Several institutions in China did a thorough evaluation of how large language models work for machine translation One might think yet another paper like this, but this one is much better than what Tencent did with ChatGPT and just a few tests sentences. This paper uses the Flores 101 test set, a pretty standard large test for 101 languages. Everything is […]

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