primeline

Summary This model map provides information about a model based on Whisper Large v3 that has been fine-tuned for speech recognition in German. Whisper is a powerful speech recognition platform developed by OpenAI. This model has been specially optimized for processing and recognizing German speech. Applications This model can be used in various application areas, including - Transcription of spoken German language - Voice commands and voice control - Automatic subtitling for German videos - Voice-based search queries in German - Dictation functions in word processing programs | Model | Parameters | link | |----------------------------------|------------|--------------------------------------------------------------| | Whisper large v3 german | 1.54B | link | | Whisper large v3 turbo german | 809M | link | Distil-whisper large v3 german | 756M | link | | tiny whisper | 37.8M | link | | Dataset | openai-whisper-large-v3-turbo | openai-whisper-large-v3 | primeline-whisper-large-v3-german | nyrahealth-CrisperWhisper (large)| primeline-whisper-large-v3-turbo-german | |-------------------------------------|-------------------------------|-------------------------|-----------------------------------|---------------------------|-----------------------------------------| | Tuda-De | 8.300 | 7.884 | 7.711 | 5.148 | 6.441 | | commonvoice190 | 3.849 | 3.484 | 3.215 | 1.927 | 3.200 | | multilingual librispeech | 3.203 | 2.832 | 2.129 | 2.815 | 2.070 | | All | 3.649 | 3.279 | 2.734 | 2.662 | 2.628 | The data and code for evaluations are available here Training data The training data for this model includes a large amount of spoken German from various sources. The data was carefully selected and processed to optimize recognition performance. Training process The training of the model was performed with the following hyperparameters - Batch size: 12288 - Epochs: 3 - Learning rate: 1e-6 - Data augmentation: No - Optimizer: Ademamix Experience the powerful AI infrastructure that drives your ambitions in Deep Learning, Machine Learning & High-Performance Computing.