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Duration 14 hours (2 days)
Course Outline
Foundations of Speech Recognition Technologies
- The history and evolution of speech recognition
- Acoustic models, language models, and decoding processes
- Contemporary architectures: RNNs, transformers, and Whisper
Audio Preprocessing and Fundamental Transcription
- Managing audio formats and sample rates
- Audio cleaning, trimming, and segmentation techniques
- Converting audio to text: real-time versus batch processing
Practical Application: Whisper and Alternative APIs
- Deployment and utilization of OpenAI Whisper
- Utilizing cloud APIs (such as Google or Azure) for transcription
- Assessing performance, latency, and cost efficiency
Multilingual Support, Accents, and Domain Adaptation
- Processing multiple languages and diverse accents
- Implementing custom vocabularies and enhancing noise tolerance
- Managing specialized terminology in legal, medical, or technical contexts
Structuring Output and System Integration
- Incorporating timestamps, punctuation, and speaker identification
- Exporting data to text, SRT, or JSON formats
- Integrating transcription outputs into applications or databases
Real-World Implementation Workshops
- Transcribing meetings, interviews, or podcast content
- Developing voice-to-text command interfaces
- Generating live captions for video or audio streams
Performance Assessment, Constraints, and Ethical Considerations
- Accuracy metrics and model benchmarking methods
- Addressing bias and ensuring fairness in speech models
- Navigating privacy and compliance requirements
Recap and Future Directions
Requirements
- A solid understanding of fundamental AI and machine learning principles
- Knowledge of common audio and media file formats along with associated tools
Target Audience
- Data scientists and AI engineers dealing with voice data
- Software developers creating transcription-centric applications
- Organizations seeking to automate processes using speech recognition
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 3200 € + VAT*
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