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# TensorFlow Modelli Hub
<a name="text-classification-tensorflow-Models"></a>

I seguenti modelli preaddestrati sono disponibili per l'uso per il trasferimento dell'apprendimento con l' TensorFlow algoritmo di classificazione del testo. 

I seguenti modelli variano in modo significativo in termini di dimensioni, numero di parametri del modello, tempo di addestramento e latenza di inferenza per un determinato set di dati. Il modello migliore per il tuo caso d'uso dipende dalla complessità del set di dati di ottimizzazione e dai requisiti richiesti in termini di tempo di addestramento, latenza di inferenza o precisione del modello.


| Nome modello | `model_id` | Origine | 
| --- | --- | --- | 
| BERT Base Uncased | `tensorflow-tc-bert-en-uncased-L-12-H-768-A-12-2` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/bert_en_uncased_L-12_H-768_A-12/3) | 
| BERT Base Cased | `tensorflow-tc-bert-en-cased-L-12-H-768-A-12-2` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/bert_en_cased_L-12_H-768_A-12/3) | 
| BERT Base Multilingual Cased | `tensorflow-tc-bert-multi-cased-L-12-H-768-A-12-2` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/bert_multi_cased_L-12_H-768_A-12/3) | 
| Small BERT L-2\_H-128\_A-2 | `tensorflow-tc-small-bert-bert-en-uncased-L-2-H-128-A-2` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-2_H-128_A-2/1) | 
| Small BERT L-2\_H-256\_A-4 | `tensorflow-tc-small-bert-bert-en-uncased-L-2-H-256-A-4` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-2_H-256_A-4/1) | 
| Small BERT L-2\_H-512\_A-8 | `tensorflow-tc-small-bert-bert-en-uncased-L-2-H-512-A-8` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-2_H-512_A-8/1) | 
| Small BERT L-2\_H-768\_A-12 | `tensorflow-tc-small-bert-bert-en-uncased-L-2-H-768-A-12` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-2_H-768_A-12/1) | 
| Small BERT L-4\_H-128\_A-2 | `tensorflow-tc-small-bert-bert-en-uncased-L-4-H-128-A-2` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-4_H-128_A-2/1) | 
| Small BERT L-4\_H-256\_A-4 | `tensorflow-tc-small-bert-bert-en-uncased-L-4-H-256-A-4` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-4_H-256_A-4/1) | 
| Small BERT L-4\_H-512\_A-8 | `tensorflow-tc-small-bert-bert-en-uncased-L-4-H-512-A-8` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-4_H-512_A-8/1) | 
| Small BERT L-4\_H-768\_A-12 | `tensorflow-tc-small-bert-bert-en-uncased-L-4-H-768-A-12` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-4_H-768_A-12/1) | 
| Small BERT L-6\_H-128\_A-2 | `tensorflow-tc-small-bert-bert-en-uncased-L-6-H-128-A-2` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-6_H-128_A-2/1) | 
| Small BERT L-6\_H-256\_A-4 | `tensorflow-tc-small-bert-bert-en-uncased-L-6-H-256-A-4` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-6_H-256_A-4/1) | 
| Small BERT L-6\_H-512\_A-8 | `tensorflow-tc-small-bert-bert-en-uncased-L-6-H-512-A-8` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-6_H-512_A-8/1) | 
| Small BERT L-6\_H-768\_A-12 | `tensorflow-tc-small-bert-bert-en-uncased-L-6-H-768-A-12` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-6_H-768_A-12/1) | 
| Small BERT L-8\_H-128\_A-2 | `tensorflow-tc-small-bert-bert-en-uncased-L-8-H-128-A-2` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-8_H-128_A-2/1) | 
| Small BERT L-8\_H-256\_A-4 | `tensorflow-tc-small-bert-bert-en-uncased-L-8-H-256-A-4` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-8_H-256_A-4/1) | 
| Small BERT L-8\_H-512\_A-8 | `tensorflow-tc-small-bert-bert-en-uncased-L-8-H-512-A-8` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-8_H-512_A-8/1) | 
| Small BERT L-8\_H-768\_A-12 | `tensorflow-tc-small-bert-bert-en-uncased-L-8-H-768-A-12` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-8_H-768_A-12/1) | 
| Small BERT L-10\_H-128\_A-2 | `tensorflow-tc-small-bert-bert-en-uncased-L-10-H-128-A-2` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-10_H-128_A-2/1) | 
| Small BERT L-10\_H-256\_A-4 | `tensorflow-tc-small-bert-bert-en-uncased-L-10-H-256-A-4` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-10_H-256_A-4/1) | 
| Small BERT L-10\_H-512\_A-8 | `tensorflow-tc-small-bert-bert-en-uncased-L-10-H-512-A-8` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-10_H-512_A-8/1) | 
| Small BERT L-10\_H-768\_A-12 | `tensorflow-tc-small-bert-bert-en-uncased-L-10-H-768-A-12` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-10_H-768_A-12/1) | 
| Small BERT L-12\_H-128\_A-2 | `tensorflow-tc-small-bert-bert-en-uncased-L-12-H-128-A-2` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-12_H-128_A-2/1) | 
| Small BERT L-12\_H-256\_A-4 | `tensorflow-tc-small-bert-bert-en-uncased-L-12-H-256-A-4` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-12_H-256_A-4/1) | 
| Small BERT L-12\_H-512\_A-8 | `tensorflow-tc-small-bert-bert-en-uncased-L-12-H-512-A-8` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-12_H-512_A-8/1) | 
| Small BERT L-12\_H-768\_A-12 | `tensorflow-tc-small-bert-bert-en-uncased-L-12-H-768-A-12` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/small_bert/bert_en_uncased_L-12_H-768_A-12/1) | 
| BERT Large Uncased | `tensorflow-tc-bert-en-uncased-L-24-H-1024-A-16-2` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/bert_en_uncased_L-24_H-1024_A-16/3) | 
| BERT Large Cased | `tensorflow-tc-bert-en-cased-L-24-H-1024-A-16-2` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/bert_en_cased_L-24_H-1024_A-16/3) | 
| BERT Large Uncased Whole Word Masking | `tensorflow-tc-bert-en-wwm-uncased-L-24-H-1024-A-16-2` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/bert_en_wwm_uncased_L-24_H-1024_A-16/3) | 
| BERT Large Cased Whole Word Masking | `tensorflow-tc-bert-en-wwm-cased-L-24-H-1024-A-16-2` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/bert_en_wwm_cased_L-24_H-1024_A-16/3) | 
| ALBERT Base | `tensorflow-tc-albert-en-base` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/albert_en_base/2) | 
| ELECTRA Small\+\+ | `tensorflow-tc-electra-small-1` | [TensorFlow Collegamento all'hub](https://tfhub.dev/google/electra_small/2) | 
| ELECTRA Base | `tensorflow-tc-electra-base-1` | [TensorFlow Collegamento all'hub](https://tfhub.dev/google/electra_base/2) | 
| BERT Base Wikipedia e BooksCorpus | `tensorflow-tc-experts-bert-wiki-books-1` | [TensorFlow Collegamento all'hub](https://tfhub.dev/google/experts/bert/wiki_books/2) | 
| BERT Base MEDLINE/ PubMed | `tensorflow-tc-experts-bert-pubmed-1` | [TensorFlow Collegamento all'hub](https://tfhub.dev/google/experts/bert/pubmed/2) | 
| Talking Heads Base | `tensorflow-tc-talking-heads-base` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/talkheads_ggelu_bert_en_base/1) | 
| Talking Heads Large | `tensorflow-tc-talking-heads-large` | [TensorFlow Collegamento all'hub](https://tfhub.dev/tensorflow/talkheads_ggelu_bert_en_large/1) |