--- language: - uz license: apache-2.0 tags: - automatic-speech-recognition - mozilla-foundation/common_voice_10_0 - generated_from_trainer - AIRI_UZ datasets: - common_voice_10_0 model-index: - name: uzbek_stt results: [] --- ## Oyqiz jamoasi a'zolari tomonidan qilingan STT ning eng kichik versiyasi. Bu yaxshi versiya emas faqat 15ta epoch o'qitilgan! ### Foziljon To'lqinov, Shaxboz Zohidov, Abduraxim Jabborov, Yahyoxon Rahimov Bu model [facebook/wav2vec2-base](https://huggingface.co/facebook/wav2vec2-base) va MOZILLA-FOUNDATION/COMMON_VOICE_10_0 - UZ dataseti bilan 15ta epoxta o'qitilgan. O'qitish natijalari: - Xatolik: 0.5763 - So'z xatoligi: 0.4502 ### O'qitish giperparameterlari O'qitish uchun ishlatilgan giperparameterlar: - learning_rate: 0.0003 - train_batch_size: 4 - eval_batch_size: 8 - seed: 42 - distributed_type: multi-GPU - num_devices: 2 - total_train_batch_size: 8 - total_eval_batch_size: 16 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_steps: 500 - num_epochs: 15.0 - mixed_precision_training: Native AMP ### O'qitish natijalari | Xatolik | Epox | Qadam | Tasdiq xatoligi | SXD | |:-------------:|:-----:|:-----:|:---------------:|:------:| | 0.4736 | 3.4 | 10000 | 0.6247 | 0.6362 | | 0.3392 | 6.8 | 20000 | 0.7254 | 0.5605 | | 0.2085 | 10.19 | 30000 | 0.5465 | 0.5097 | | 0.1387 | 13.59 | 40000 | 0.5984 | 0.4632 |