A deep learning system that recognizes human emotions (happy, angry, sad, etc.) from speech audio using CNN-LSTM architecture. ├── data/ # RAVDESS dataset (1,440 files) ├── src/ │ ├── preprocess.py # ...

Speech recognition in Windows 11 lets you control your PC with your voice, making typing and navigation faster and easier. This guide will show you all you need to know to set it up and start using it ...

Abstract: Code-switching (CS) refers to the switching of languages within a speech signal and results in language confusion for automatic speech recognition (ASR). To address language confusion, we ...

Background: Mental disorders have a significant impact on many areas of people’s life, particularly on affective regulation; thus, there is a growing need to find disease-specific biomarkers to ...

Abstract: In this work, we present a voice-controlled code editor developed using lightweight web technologies. Our architecture is significantly simpler than traditional voice programming systems, ...

In this tutorial, we walk through an advanced yet practical workflow using SpeechBrain. We start by generating our own clean speech samples with gTTS, deliberately adding noise to simulate real-world ...

The Python team at Microsoft is continuing its overhaul of environment management in Visual Studio Code, with the August 2025 release advancing the controlled rollout of the new Python Environments ...

If you’re looking to boost your Python development skills, PyCharm is a fantastic tool to help you do just that. This guide will walk you through everything from setting up the software to writing and ...

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We introduce MultiVSR - a large-scale dataset for multilingual visual speech recognition. MultiVSR comprises ~12,000 hours of video data paired with word-aligned transcripts from 13 languages. We ...

Visual Studio Code (VSCode) is a powerful, free source-code editor that makes it easy to write and run Python code. This guide will walk you through setting up VSCode for Python development, step by ...