Labeling Audio Data and IT Certifications

IT Certification Exams pyOpenAnnotate Spectrogram visualization Waveform visualization Zero-crossing rate

Hands-on – labeling audio data using a CNN – Labeling Audio Data-1

Zavia Dunlap 10/20/2022 0 Comment

Classifying a transcription using Hugging Face transformers Now, let’s use Hugging Face transformers to classify the output text from the previous customer call audio transcription and perform sentiment analysis to…

Exams of IT IT Certification Exams Spectrogram visualization Waveform visualization Zero-crossing rate

Step 3 – setting up FFmpeg – Labeling Audio Data

Zavia Dunlap 08/27/2022 0 Comment

Whisper is designed to transcribe audio, but it requires a specific format for processing. The format required by Whisper for processing audio is WAV format. Whisper is designed to transcribe…

Exams of IT IT Certification Exams Waveform visualization Zero-crossing rate

Transcribing audio using the OpenAI Whisper model – Labeling Audio Data

Zavia Dunlap 07/21/2022 0 Comment

In this section, we are going to see how to transcribe audio file to text using the OpenAI Whisper model and then label the audio transcription using the OpenAI large…

Exams of IT IT Certification Exams Labeling the image data Zero-crossing rate

Real-time voice classification with Random Forest – Labeling Audio Data-2

Zavia Dunlap 06/04/2022 0 Comment

Combine and shuffle data: Positive and negative samples are combined into feature vectors (X) and corresponding labels (y). The data is shuffled to ensure a balanced distribution during training: Combine…

Exams of IT IT Certification Exams pyOpenAnnotate Spectrogram visualization

Real-time voice classification with Random Forest – Labeling Audio Data-1

Zavia Dunlap 05/22/2022 0 Comment

Downloading FFmpeg FFmpeg is a versatile and open source multimedia framework that facilitates the handling, conversion, and manipulation of audio and video files (https://ffmpeg.org/download.html). To download FFmpeg for macOS, select…

IT Certification Exams Labeling the image data Labeling the video data Waveform visualization Zero-crossing rate

Technical requirements – Labeling Audio Data

Zavia Dunlap 04/02/2022 0 Comment

In this chapter, we will embark on this transformative journey through the realms of real-time audio capture, cutting-edge transcription with the Whisper model, and audio classification using a convolutional neural…

Exams of IT IT Certification Exams Waveform visualization Zero-crossing rate

Troubleshooting common installation issues for audio libraries – Exploring Audio Data

Zavia Dunlap 03/12/2022 0 Comment

Here are some troubleshooting steps for common installation issues related to Librosa and other commonly used audio libraries in Python: Troubleshooting steps: Troubleshooting steps: Troubleshooting steps: Troubleshooting steps: Troubleshooting steps:…

IT Certification Exams Labeling the image data Labeling the video data pyOpenAnnotate Spectrogram visualization

Troubleshooting common issues during data analysis – Exploring Audio Data

Zavia Dunlap 01/19/2022 0 Comment

Troubleshooting common issues during audio data analysis involves identifying and addressing problems that may arise at various stages of the analysis pipeline. Here are some common issues and guidance on…

IT Certification Exams Labeling the image data Spectrogram visualization Waveform visualization

Recent advances in audio data analysis – Exploring Audio Data

Zavia Dunlap 12/29/2021 0 Comment

Audio data analysis is a rapidly evolving field, and recent developments include advancements in deep learning models, transfer learning, and the application of neural networks to various audio tasks. Here…

Exams of IT IT Certification Exams Labeling the video data pyOpenAnnotate Zero-crossing rate

Ethical implications of audio data – Exploring Audio Data

Zavia Dunlap 11/24/2021 0 Comment

Considerations for visualizations Multimodal integration: Visualizations can be combined with other modalities (text, image) for multimodal analysis, enhancing the understanding of audio data in various contexts. Real-time applications: Some visualizations…

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Semi-automated labeling – Hands-On Exploring Data Labeling Tools

Comparison of data labeling tools – Hands-On Exploring Data Labeling Tools

Computer Vision Annotation Tool – Hands-On Exploring Data Labeling Tools

Labeling the video data – Hands-On Exploring Data Labeling Tools

Selecting the label template – Hands-On Exploring Data Labeling Tools

Semi-automated labeling – Hands-On Exploring Data Labeling Tools

Comparison of data labeling tools – Hands-On Exploring Data Labeling Tools

Computer Vision Annotation Tool – Hands-On Exploring Data Labeling Tools

Labeling the video data – Hands-On Exploring Data Labeling Tools

Hands-on – labeling audio data using a CNN – Labeling Audio Data-1

Step 3 – setting up FFmpeg – Labeling Audio Data

Transcribing audio using the OpenAI Whisper model – Labeling Audio Data

Real-time voice classification with Random Forest – Labeling Audio Data-2

Real-time voice classification with Random Forest – Labeling Audio Data-1

Technical requirements – Labeling Audio Data

Troubleshooting common installation issues for audio libraries – Exploring Audio Data

Troubleshooting common issues during data analysis – Exploring Audio Data

Recent advances in audio data analysis – Exploring Audio Data

Ethical implications of audio data – Exploring Audio Data

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Semi-automated labeling – Hands-On Exploring Data Labeling Tools

Comparison of data labeling tools – Hands-On Exploring Data Labeling Tools

Computer Vision Annotation Tool – Hands-On Exploring Data Labeling Tools

Labeling the video data – Hands-On Exploring Data Labeling Tools